Get and Manipulate the data to retreive mean Z score:

# Get the indicies of multiple deprivation at LSOA level.
imd_df <- read_csv('https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/467774/File_7_ID_2015_All_ranks__deciles_and_scores_for_the_Indices_of_Deprivation__and_population_denominators.csv')
## Parsed with column specification:
## cols(
##   .default = col_double(),
##   `LSOA code (2011)` = col_character(),
##   `LSOA name (2011)` = col_character(),
##   `Local Authority District code (2013)` = col_character(),
##   `Local Authority District name (2013)` = col_character()
## )
## See spec(...) for full column specifications.
# Add UTLA mapping 
lsoa_utla_lookup <- read_csv('https://opendata.arcgis.com/datasets/95ecb220a30e41d5ae759cd1c9aa929f_0.csv')
## Parsed with column specification:
## cols(
##   LSOA11CD = col_character(),
##   LSOA11NM = col_character(),
##   UTLA18CD = col_character(),
##   UTLA18NM = col_character(),
##   FID = col_double()
## )
lsoa_utla_lookup <- lsoa_utla_lookup %>%
  select(LSOA11CD, UTLA18CD)
imd_df <- merge(x = imd_df, y = lsoa_utla_lookup, by.x = 'LSOA code (2011)', by.y = 'LSOA11CD')

# Select only the subdomain totals
pop_weighted_ave_domains <- imd_df %>%
  select("Income Score (rate)", "Employment Score (rate)", "Education, Skills and Training Score", "Health Deprivation and Disability Score",
                 "Crime Score", "Barriers to Housing and Services Score", "Living Environment Score", 
                 "Income Deprivation Affecting Children Index (IDACI) Score (rate)", 
                 "Income Deprivation Affecting Older People (IDAOPI) Score (rate)", "Children and Young People Sub-domain Score",
                 "Adult Skills Sub-domain Score", "Geographical Barriers Sub-domain Score", "Wider Barriers Sub-domain Score", 
                 "Indoors Sub-domain Score", "Outdoors Sub-domain Score", "Total population: mid 2012 (excluding prisoners)")

# Create population weighted averages for each UTLA
pop_weighted_ave_domains <- pop_weighted_ave_domains[, 1:15] / pop_weighted_ave_domains[,16]
pop_weighted_ave_domains$UTLA18CD <- imd_df$UTLA18CD
pop_weighted_ave_domains <- pop_weighted_ave_domains %>%
  group_by(UTLA18CD) %>%
  summarise_each(funs(mean))
## Warning: funs() is soft deprecated as of dplyr 0.8.0
## please use list() instead
## 
## # Before:
## funs(name = f(.)
## 
## # After: 
## list(name = ~f(.))
## This warning is displayed once per session.
# Create z scores of deprivation matrix and reverse polarity as low is good on the deprivation scores
z_data_imd <- pop_weighted_ave_domains %>%
  standardize() %>%
  mutate_each(funs(-.), -one_of("UTLA18CD"))
# Get data
# Seleceted indicators from a variety of fingertips profiles selected to fulfill the Marmot definitions of Social Determinants, Health Outcomes, and Risk Factors

early_years_indicators <- indicators(DomainID = 1938133223)
social_determinants_df <- fingertips_data(IndicatorID = c(as.vector(early_years_indicators$IndicatorID), 93376, 22304, 10501, 90282, 91126, 91133, 92899, 90638, 93103, 93131, 93175, 91463, 90244, 90245, 92447, 91116, 92785, 91524, 91307), rank = T)

prevalance_estimates = indicators(ProfileID = 37)
mortality_indicators = indicators(DomainID=c(1000044, 1000049))
extra_indicators = as.vector(rbind(as.vector(prevalance_estimates$IndicatorID), as.vector(mortality_indicators$IndicatorID)))
## Warning in rbind(as.vector(prevalance_estimates$IndicatorID),
## as.vector(mortality_indicators$IndicatorID)): number of columns of result
## is not a multiple of vector length (arg 1)
health_outcomes_df = fingertips_data(IndicatorID = c(extra_indicators, 20101, 92718, 92724, 92725, 90287, 90641), rank = T)

behav_risk_factors = indicators(DomainID=c(1938132694, 1938133001))
inds <- c(as.vector(behav_risk_factors$IndicatorID), 30101, 113, 1203, 93085, 90323, 93077, 92527, 92937, 92588, 92443)
risk_factors_df = fingertips_data(IndicatorID = inds, rank = T)
analyze_df <- function(df, dataset){
  # Create a data frame of indicator polarities
  polarities <- df %>%
    select(IndicatorID, Polarity) %>%
    distinct() %>%
    spread(key = IndicatorID, value = Polarity)
    
  
  # Select as most recent for each indicator
  most_recent_data <- df %>%
    group_by(IndicatorID) %>%
    filter(TimeperiodSortable == max(TimeperiodSortable)) %>%
    ungroup()
  
  # Select County & UA
  most_recent_data <- most_recent_data[grep('County', most_recent_data$AreaType), ]
  
  
  # Transpose to wide data
  wide_df <- most_recent_data %>%
    select(AreaCode, IndicatorID, Value) %>%
    tibble::rowid_to_column() %>%
    group_by(IndicatorID, AreaCode) %>%
    spread(key = IndicatorID, value = Value) %>%
    summarise_all(funs(na.omit(.)[1]))
  rownames(wide_df) <- wide_df$AreaCode
  wide_df <- wide_df %>%
    select(-rowid) # Remove row id column
  
  # Remove areas with over 50% missing data - areas with this are unlikely to add any information as their values are more imputed than not
  wide_df$proportna <- apply(wide_df, 1, function(x) sum(is.na(x)) / dim(wide_df)[2])
  wide_df <- wide_df[wide_df$proportna < 0.5,] 
  wide_df <- wide_df %>% select(-proportna)
  
  
  # Remove indicators with over 80% missing data - rather arbatrary number at the moment
  wide_df <- wide_df[colSums(is.na(wide_df)) / dim(wide_df)[1] < 0.2]
  
  
  # impute missing data - using a Bayesian framework, with 30 inerations and 4 chains. A random seed was chosen to ensure reproducability. The bootstrap was envoked as a method of selecting random imputations. 
  # http://www.stat.columbia.edu/~gelman/research/published/mipaper.pdf
  to_impute <- wide_df
  rownames(to_impute) <- to_impute$AreaCode
  to_impute <- to_impute %>% select(-AreaCode) 
  imputed <- mi(as.data.frame(to_impute), seed = 225)
  summary(imputed)
  image(imputed) # Show heatmap of imputed values in heatmap
  imputed_df <- mi::complete(imputed, m = 1) # Retrieve the dataframe
  imputed_df <- select(imputed_df, -contains("missing")) # Remove the boolean 'missing' columns. 
  
  
  # Test normality - using shapiro-wilks with an alpha of 0.001. Alpha chosen as Central Limit Theorum would suggest that with n=150, data should tend towards being normally distributed. 
  # These tests are to catch extremes where normality is violated and to transform them to normalise using square root, log, and box-cox transformations in turn. The box-cox transformation
  # used was the Yeo-Johnson variation (yjPower()) as some of the data contains 0 values.
  # Yeo, In-Kwon and Johnson, Richard (2000) A new family of power transformations to improve normality or symmetry. Biometrika, 87, 954-959.
  # test_normaility_and_transform <- function(column_data){
  # 
  #   norm_test <- shapiro.test(column_data)
  #   print(norm_test)
  #   if (norm_test$p.value < 0.001) {
  #     norm_test_sr <- shapiro.test(sqrt(column_data))
  #     if (norm_test_sr$p.value < 0.001) {
  #       column_data[column_data == 0] <- 0.00001
  #       if (is.numeric(column_data == FALSE)){
  #         print(column_data)
  #       }
  #       norm_test_lg <- shapiro.test(log(column_data))
  #       if (norm_test_lg$p.value < 0.001) {
  #         
  #         norm_test_bc <- shapiro.test(yjPower(column_data, lambda = 1))
  #         
  #         print(norm_test_bc)
  #         if (norm_test_bc$p.value < 0.001) {
  #           return(NA)
  #         } 
  #         else { return(yjPower(column_data, lambda = 1))} }
  #       else {
  #         return(log(column_data))
  #       }
  #     } 
  #     else {
  #       return(sqrt(column_data))
  #     }
  #   }
  #   else {
  #     return(column_data)
  #   }
  # }
  # 
  # 
  # # normality <- imputed_df %>% summarise_all(.funs = funs(statistic = shapiro.test(.)$statistic, p.value = shapiro.test(.)$p.value))
  # # Normalise data.
  # normalised <- data.frame(imputed_df, lapply(imputed_df, test_normaility_and_transform))
  # print('normalised finished')
  # 
  # #Some transformed data contains NA values, and therefore these values were imputed using the same method as above. 
  # 
  # norm_reduced <- select(normalised, contains(".1"))
  # norm_reduced <- norm_reduced[!sapply(norm_reduced, function(x) all(is.na(x)))]
  # norm_reduced <- mi(norm_reduced, seed = 225)
  # print('is this here?')
  # norm_reduced <- mi::complete(norm_reduced, m = 1)
  # norm_reduced <- select(norm_reduced, -contains("missing"))
  # print('norm reducued here')
  # 
  # 
  # print(norm_reduced)
  norm_reduced <- imputed_df
  print(norm_reduced)
  # Test colinearity - needs a lot of work!
  corr <- cor(norm_reduced)
  ggcorrplot(corr, hc.order = TRUE, type = "lower",
             outline.col = "white",
             ggtheme = ggplot2::theme_gray,
             colors = c("#6D9EC1", "white", "#E46726"),
             insig = "blank")
  hc <- findCorrelation(corr)
  hc <- sort(hc)
  if (length(hc) == 0){
    reduced_data <- norm_reduced
  } else {
    reduced_data <- norm_reduced[, -c(hc)]
    corr_reduced <- cor(reduced_data)
    ggcorrplot(corr_reduced, hc.order = TRUE, type = "lower",
               outline.col = "white",
               ggtheme = ggplot2::theme_gray,
               colors = c("#6D9EC1", "white", "#E46726"),
               insig = "blank")
  }



  # Polarity check and inversion. If 'Low is good', then the scores are inverted to ensure the same direction of performance in the data. 
  polarity_check <- function(col_name){
    if (grepl(polarities[[col_name]], "RAG - Low is good")) {
      z_data[[col_name]] <- -z_data[[col_name]]
    } else {
      z_data[[col_name]] <- z_data[[col_name]]
    }
  }



  # Create Z scores using psycho package's standardize() function. 
  # Makowski, (2018). The psycho Package: an Efficient and Publishing-Oriented Workflow for Psychological Science. Journal of Open Source Software, 3(22), 470. https://doi.org/10.21105/joss.00470
  z_data <- reduced_data %>% standardize()
  names(z_data) <- substring(names(z_data), 2)
  z_data <- z_data %>% 
                rename_at(.vars = vars(ends_with(".1")),
                .funs = funs(sub("[.]1$", "", .)))
  polarities <- polarities[, colnames(z_data)]
  
  
  # Create a dataframe of z-scores, create mean score & add area codes on. 
  z_data <- data.frame(z_data, lapply(colnames(z_data), polarity_check))
  z_data <- z_data[, -c(1:ncol(polarities))]
  colnames(z_data) <- colnames(polarities)
  
  # Get metadata for indicators and set them to global variables to use outside the function
  if (dataset == 'r'){
    risk_factors_metadata <<- indicator_metadata(IndicatorID = colnames(z_data))
  } else if (dataset == 's') {
    soc_det_metadata <<- indicator_metadata(IndicatorID = colnames(z_data))
  } else if (dataset == 'h') {
    health_outcomes_metadata <<- indicator_metadata(IndicatorID = colnames(z_data))
  }
  z_data$mean <- apply(z_data, 1, mean)
  z_data$AreaCode <- wide_df$AreaCode
  
  
  # z_mean <- z_data %>% select(mean, AreaCode)
  return(z_data)
}

health_outcomes_processed <- analyze_df(health_outcomes_df, 'h')
## Warning: Setting row names on a tibble is deprecated.

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## NOTE: The following pairs of variables appear to have the same missingness pattern.
##  Please verify whether they are in fact logically distinct variables.
##      [,1]    [,2]   
## [1,] "41001" "92031"
## [2,] "41001" "92901"
## [3,] "41001" "93190"
## [4,] "92031" "92901"
## [5,] "92031" "93190"
## [6,] "92901" "93190"
## Warning in .local(.Object, ...): 90365 and 90366 have the same rank ordering.
##  Please verify whether they are in fact distinct variables.

##         X720      X721     X722     X723     X724   X20101    X40401
## 1   5.119409  9.696750 2.754321 25.61024 2.165294 3.063457 139.84455
## 2   6.333808 10.528114 4.179359 25.11032 2.720376 2.884615 160.80124
## 3   5.837728 10.668073 3.097065 27.67647 2.461462 2.779923 126.03414
## 4   4.953128  9.413193 3.763393 25.00432 2.067686 3.907455 108.35169
## 5   5.382800 10.107437 2.830799 26.56351 2.276807 2.034884 106.28224
## 6   4.792472  9.123304 2.701610 24.58743 1.991397 3.235294 116.22447
## 7   4.294534  9.070959 2.346243 24.98192 1.875267 1.569620 108.20371
## 8   5.789135  9.512509 2.766976 23.28592 2.436360 4.717499 159.48551
## 9   7.903684 12.458749 5.372934 29.08613 3.437781 5.299861 164.61869
## 10  6.057442 10.232794 4.322444 24.21796 2.632915 2.752000 147.99946
## 11  5.489178 10.889050 2.702903 28.95785 2.377100 2.070004  95.81325
## 12  5.388155 10.105574 2.994126 26.33049 2.293502 1.938712 133.65334
## 13  5.726883 10.493076 2.934236 27.52468 2.400446 2.760524  99.96179
## 14  3.993682  9.485937 2.026269 22.64461 1.906178 2.417962  94.74120
## 15  4.732334  9.172610 2.551930 24.04999 1.999959 3.279833 118.60695
## 16  3.845472  7.555411 2.978781 20.84654 1.559529 4.789878 152.88445
## 17  4.687785 10.538391 2.135315 25.52992 2.238129 2.302632  69.55773
## 18  4.841241  8.896167 3.661602 21.23483 2.153265 3.019868 144.19348
## 19  5.673787 11.220286 2.802559 29.58542 2.490839 1.796778  87.96091
## 20  4.837596  9.142065 2.722958 24.49800 2.017674 3.100775 112.01509
## 21  6.754262 11.060649 4.596883 26.46494 2.919957 3.646185 130.62752
## 22  4.124610  9.751995 2.035580 23.51439 1.977140 2.751120  84.00565
## 23  4.001736  8.288173 3.371147 21.58573 1.706154 2.779343 110.40121
## 24  5.289563 10.663778 2.519477 28.15616 2.304495 2.892341  91.20797
## 25  3.994112  9.379338 2.953447 22.99951 1.902004 2.306080  83.95282
## 26  4.845458  9.439255 2.722697 24.34377 2.059835 3.149905 107.90646
## 27  6.850297 12.305453 3.477028 30.85433 2.914255 2.435065 110.06696
## 28  5.691091 10.759540 4.140850 26.60147 2.410807 3.277836  96.65821
## 29  5.334570 10.841223 3.801404 28.21310 2.358321 3.264727  74.30898
## 30  3.868365  8.439474 2.211860 23.31231 1.706013 2.991623  97.24669
## 31  4.412495  8.650313 2.526099 23.22504 1.859038 2.812838 125.40059
## 32  3.882291  7.713127 2.180669 21.39865 1.601493 3.959089 127.57437
## 33  5.526702 10.374515 4.047760 26.62279 2.348301 2.425743 106.02882
## 34  3.651748  8.019849 2.182142 22.46143 1.612822 2.119205 114.63189
## 35  3.799252  8.261411 2.216361 23.32066 1.668102 2.719362  96.96925
## 36  3.255099  8.036079 2.559067 20.38130 1.552283 2.457757  75.41446
## 37  3.841025  9.001177 1.942738 22.50163 1.811333 1.895425  71.89288
## 38  3.163886  7.410725 2.810147 20.30605 1.430294 3.054511 107.44206
## 39  3.678721  7.387041 1.990856 20.75522 1.490647 3.451367 146.62077
## 40  3.915160  9.174548 1.985396 22.66342 1.852916 2.295746  78.28779
## 41  3.118612  8.113332 2.392377 21.89575 1.434856 2.171137  63.48078
## 42  3.386615  7.507173 2.100842 21.71490 1.479936 3.144458 103.95530
## 43  4.472523  8.993029 3.748883 23.05544 1.926867 2.400960 101.65374
## 44  4.206818  8.560562 3.638767 22.14857 1.808605 2.968961 118.38827
## 45  4.082357  8.377240 3.324362 21.59652 1.741528 2.822169 120.91333
## 46  5.863267 11.698008 2.804698 30.69479 2.593049 1.895307 113.28255
## 47  5.505643 10.261944 2.849476 26.89379 2.306364 3.114790 103.88076
## 48  4.579509 10.408676 2.121001 25.47793 2.180199 2.362653  89.94680
## 49  4.798273  9.889911 2.554853 26.63717 2.110907 2.412951  97.22432
## 50  5.475429 10.887123 2.731375 28.83690 2.384978 2.374465  86.66014
## 51  6.494712 11.659000 3.161310 29.81874 2.703546 2.958950  94.76148
## 52  4.440591 10.132352 2.092153 24.62922 2.109670 2.101220  78.46781
## 53  4.150058  8.808195 2.252509 24.48528 1.810357 2.811245 102.38426
## 54  3.917536  9.116004 1.921198 22.81235 1.838813 2.688728  80.95861
## 55  5.334388 10.650773 2.696447 28.66020 2.325708 2.846832  97.74553
## 56  4.950719  9.320177 3.824407 24.81131 2.058223 3.711527 129.49111
## 57  5.047180  9.519324 3.958444 25.28957 2.109353 2.921914 120.12599
## 58  4.472223  8.402314 3.557441 20.17419 1.978231 3.430480 176.70534
## 59  4.715998  8.954774 3.841548 24.07093 1.973418 3.859527 152.43957
## 60  4.852695  9.123594 3.804876 24.33284 2.010332 4.378148 150.65737
## 61  6.143539 10.433975 4.377960 24.88693 2.667779 3.089533 145.18346
## 62  4.702913  9.739683 3.685829 26.22597 2.080135 2.282794  88.56929
## 63  5.057831  9.502296 4.015898 25.07185 2.104831 3.293651 139.64140
## 64  4.390985  9.202813 3.466151 24.89897 1.934590 2.533223  94.37479
## 65  5.106119  9.659211 4.113933 25.75866 2.137676 2.305564 125.94320
## 66  6.509731 10.818755 4.687301 25.76576 2.887014 2.557127 137.88732
## 67  6.045513 10.338575 4.238800 24.55330 2.642910 2.909362 146.75694
## 68  5.369715 10.030882 4.051422 26.32577 2.241730 2.356722 127.83355
## 69  6.057014 11.167825 4.337311 28.63013 2.580659 2.885772 105.56320
## 70  5.770272 10.677645 4.336861 27.53691 2.453722 2.479073 105.75777
## 71  5.264135  9.898694 2.934484 26.15058 2.209481 3.013481 117.04998
## 72  5.334289 10.012650 2.962192 26.35296 2.261582 3.061224 115.79849
## 73  5.247795  9.843653 4.060128 26.02153 2.198700 2.357985 110.77978
## 74  4.644726  9.159649 3.603566 24.01012 1.962892 3.113035 111.13503
## 75  4.461807  8.875771 3.650570 22.90146 1.890280 4.200820 124.35072
## 76  5.481391 10.279573 4.250905 26.81656 2.321164 2.022694 117.52064
## 77  5.463502 10.301873 4.267685 26.79274 2.321859 2.354571 106.45066
## 78  5.177984  9.825886 4.139831 25.80010 2.187938 3.234201 117.46263
## 79  5.443148  9.326430 3.559392 22.90397 2.356111 3.799240 133.82291
## 80  4.502526  8.771021 3.270030 23.12136 1.874333 2.900378 128.40266
## 81  5.621096 10.375903 4.124333 27.04382 2.346094 3.701528  94.73246
## 82  6.447744 10.590685 4.019230 25.73840 2.756840 3.744799 144.51415
## 83  4.765734  9.840963 3.502898 26.69065 2.101499 2.615311  83.65751
## 84  5.309683  9.822932 3.962625 25.67460 2.213719 4.188635 134.59663
## 85  6.911836 11.131146 4.221826 26.67533 2.957962 3.235747 150.10551
## 86  4.363002  8.397082 3.313885 22.42925 1.799000 4.006318 138.00390
## 87  5.060603  9.543206 2.782339 25.47716 2.111068 2.813067 133.63324
## 88  4.814751  9.092563 3.728334 24.28691 1.991011 3.278342 110.36835
## 89  4.452070  8.810577 3.618251 22.81119 1.889282 3.498638 124.02271
## 90  5.163987  9.784901 2.871901 26.04871 2.173399 3.204420 123.87138
## 91  5.486610 10.277763 4.241392 26.59347 2.316240 2.992126 125.63617
## 92  4.910508  8.735614 3.462355 21.69724 2.144753 3.774128 143.04950
## 93  3.690890  8.095591 2.939479 22.86177 1.646764 2.634308  85.51466
## 94  4.214385  8.984785 3.253753 24.70373 1.867019 2.412203  91.33243
## 95  3.904268  7.785833 3.169918 22.80517 1.674488 3.070175 126.37914
## 96  4.458960  9.363172 3.378557 25.28743 1.974198 2.664298  79.61445
## 97  3.091754  7.015586 2.776480 19.14171 1.343038 3.127606  87.57725
## 98  4.171334  8.271493 3.372363 23.50795 1.784050 3.314286  97.03372
## 99  3.740328  7.599722 2.965922 21.52007 1.560047 3.068280 109.14554
## 100 4.045943  8.184940 3.301514 23.13361 1.744839 3.402299 103.79131
## 101 3.599098  7.599275 3.196692 21.17184 1.571054 3.189122 120.07744
## 102 3.784950  7.524527 3.410853 19.94889 1.781251 2.446782 156.93816
## 103 3.360651  7.436561 3.203931 20.21752 1.512036 2.683943  98.54274
## 104 4.243357  8.151502 3.435035 21.49524 1.966702 2.749719 124.14684
## 105 3.722488  7.976697 2.776962 23.39881 1.602212 3.107260  79.36875
## 106 4.499733  9.517565 3.449439 25.96690 2.010274 2.697433 102.65412
## 107 3.489152  7.761839 2.782941 22.02470 1.533553 2.874903 101.59586
## 108 3.633360  7.389667 2.826516 20.74699 1.475756 3.546480 118.87597
## 109 4.056907  8.075237 3.250947 20.07392 1.835326 3.009174 119.12816
## 110 4.438375  8.932082 3.560707 23.92837 1.946972 2.889035  66.86969
## 111 3.114392  7.860047 2.437898 19.70709 1.499216 2.100000  86.37272
## 112 2.725505  6.541423 2.875176 19.00370 1.261231 2.481641 137.11661
## 113 3.085386  6.955256 3.057787 20.58713 1.397103 3.032391 111.00188
## 114 3.157670  7.392282 2.629616 21.31549 1.428202 2.885606  96.41226
## 115 3.844336  7.153873 2.852677 19.56619 1.676634 3.563348 127.67954
## 116 3.385475  7.445879 2.564878 21.86702 1.465799 3.880527 110.74644
## 117 3.507584  8.452493 2.695251 20.99205 1.661429 1.771117  72.47962
## 118 2.887992  6.757670 2.915650 19.61307 1.330124 3.094584 110.23050
## 119 3.805575  8.337929 2.987233 23.16536 1.684904 2.231405  83.15395
## 120 3.373160  6.919260 2.730816 17.28324 1.482581 4.299784 118.00450
## 121 4.717347  8.515921 3.450413 22.07818 2.072245 3.410962 120.00863
## 122 3.002920  6.994603 2.677752 18.93476 1.338518 2.055594 107.36390
## 123 3.494824  7.710102 3.000088 20.84787 1.532918 2.705100  84.57148
## 124 3.900774  9.238464 1.880846 23.40626 1.841501 2.557498  75.41544
## 125 4.069435  9.179210 2.094848 23.60625 1.851425 2.491721  84.45891
## 126 5.797880 11.122266 2.883184 28.53651 2.503287 2.670195  99.35141
## 127 5.000526 10.174419 2.777939 26.77220 2.196998 2.407325  92.14305
## 128 5.630852 11.254211 2.714545 29.47935 2.468451 2.568893  87.84386
## 129 6.172519 12.595502 2.923408 30.51363 2.824682 2.591656  81.62079
## 130 6.353010 12.164706 3.011201 29.99934 2.848763 2.699055  84.90970
## 131 4.652057  9.819500 2.504234 25.70226 2.078944 2.227054  89.41737
## 132 4.633936 10.097398 2.257559 25.90744 2.115321 2.358648  87.96434
## 133 4.402706  9.976919 2.436081 25.01206 2.050872 2.127159  76.04291
## 134 3.751175  8.863045 2.191206 22.89693 1.753556 2.500198  84.63602
## 135 4.856251  9.946934 2.710358 25.90761 2.143030 2.488075  87.39186
## 136 5.150270 10.066795 2.881104 26.23754 2.231307 3.069076 110.59529
## 137 4.220832  9.660047 2.322916 24.56123 1.965016 2.622019  84.81775
## 138 5.614214 11.048608 2.739836 27.93753 2.451750 2.411765 110.38698
## 139 5.509932 11.112205 2.778989 28.12737 2.446234 2.451352  88.75921
## 140 4.201869  8.976866 2.345015 24.00251 1.867546 2.449586 103.97890
## 141 5.108547 10.828641 2.485339 26.89751 2.344641 2.035975  86.79030
## 142 4.919128  9.935475 2.951451 26.49881 2.128377 2.414381  96.00222
## 143 3.649514  8.829616 1.921668 22.71392 1.704274 1.948535  71.92193
## 144 5.479387 10.913116 2.718393 28.80160 2.405814 2.196461  84.48637
## 145 4.606756  9.931869 2.563546 26.12466 2.089884 2.170522  93.82516
## 146 5.099352 10.685558 2.493932 26.37915 2.328804 2.415666  86.34668
## 147 3.793343  9.286071 2.171128 23.67102 1.786091 1.975309  73.66139
## 148 4.593392  9.928926 2.301555 25.31169 2.101377 2.380516  91.31356
## 149 4.977880 10.712935 2.941681 27.18047 2.275976 2.119827  86.82344
## 150 4.876129 10.333520 2.452978 26.43060 2.212312 2.341832  90.71290
##        X40402   X40501    X40502    X40601    X40602   X40701    X40702
## 1    85.42975 200.9773 119.85130 40.534887 36.564948 58.61882 31.807487
## 2   112.74494 210.8518 125.12285 34.294571 30.708858 72.16050 41.313147
## 3    91.34558 161.9835  93.71066 30.545088 28.541650 52.48373 26.783733
## 4    71.17888 174.0065  97.50092 31.497036 27.530998 42.97608 19.432670
## 5    72.52455 165.1767  99.13383 33.631582 29.461710 46.29991 26.209658
## 6    73.60692 192.5303 103.29091 43.112145 40.024693 56.34406 35.884922
## 7    77.09057 150.6096  79.15935 27.961358 23.208336 44.04911 19.601897
## 8   119.23814 175.1651 109.14875 46.544921 37.295213 62.47524 38.086982
## 9   119.06975 212.3578 134.44257 58.152015 56.658821 81.97337 48.518360
## 10  102.92162 205.9257 126.67862 28.161604 25.727263 70.47603 40.235729
## 11   64.58760 136.6993  75.07384 19.909310 18.073552 33.70717 15.723115
## 12   93.96933 197.7999 110.49720 38.324557 35.963559 46.16947 27.223311
## 13   69.99046 169.4164  87.91651 19.747317 16.140416 46.02692 29.749997
## 14   62.49251 148.2839  80.91599 23.293333 22.053841 32.03288 14.276473
## 15   75.18975 163.6382  92.00846 26.008051 23.539700 51.41748 29.655319
## 16  106.20789 163.6508  97.50791 32.577486 30.654506 54.53251 26.138065
## 17   58.42423 101.5269  60.06026 16.022102 16.022102 31.24638 10.579771
## 18  106.25769 197.6289 118.64956 43.054230 40.820785 67.72157 36.777729
## 19   61.56857 141.4216  72.69236 18.812499 18.107552 39.14417 22.666025
## 20   73.48954 171.5516  92.33831 28.137810 25.944420 48.97126 28.511542
## 21   92.42163 184.6997 110.85969 35.838932 33.703629 57.85249 31.525442
## 22   58.27685 141.3710  72.27945 21.148375 19.855578 27.55884 14.619334
## 23   71.69890 169.8026  96.57250 27.943519 25.886647 48.51496 26.853969
## 24   60.96158 142.3058  71.61041 24.640557 23.008644 30.39304 14.360548
## 25   58.09784 144.4052  78.81395 18.791425 16.941550 28.45506 13.027958
## 26   76.96964 171.5942  96.46656 22.782150 20.564914 41.20559 22.616177
## 27   78.38234 149.2276  86.70390 30.718215 27.914496 52.08184 22.563471
## 28   66.54044 152.1365  86.93988 30.680482 28.702742 41.47868 24.347415
## 29   50.37013 150.9985  80.89989 22.284000 20.769764 25.63546 12.762059
## 30   66.70295 161.9202  91.97305 18.114388 17.333469 40.29446 21.380933
## 31   83.29825 159.7353  94.18993 29.140814 26.234561 51.56697 31.147917
## 32   80.89263 181.3353  98.95084 19.892194 15.019772 54.30494 23.970104
## 33   63.35773 151.6182  77.60517 33.247682 31.229750 53.21321 26.887616
## 34   76.16610 169.7138  94.67968 18.927412 16.225948 40.39611 20.245265
## 35   67.65462 161.4279  96.13531 28.353528 21.882754 50.62887 29.256813
## 36   51.27701 140.2773  68.41039  9.816327  9.261567 32.84616 18.316397
## 37   57.42817 131.3022  75.76599 17.594696 16.724239 29.47867 14.383951
## 38   71.69738 171.6559  90.30076 28.249465 25.241638 56.11859 35.168685
## 39  107.76458 156.9555  84.76849 29.080743 23.174816 55.41359 24.494735
## 40   47.20781 133.3069  74.79722 22.789709 21.157722 27.63191 14.746576
## 41   45.55655 128.9619  66.31133 15.500154 12.509107 26.27202 14.552729
## 42   65.67573 162.8262  93.20945 24.427724 21.032166 39.45764 23.852599
## 43   64.14195 165.9424  94.63112 27.483762 26.095095 42.72742 25.726133
## 44   63.90954 187.5829 109.18203 33.116476 32.158215 54.71453 37.449481
## 45   92.68276 158.7677  95.67614 29.395926 27.696516 56.76695 40.690591
## 46   78.86063 145.1516  80.05514 22.782219 21.923864 32.50620 16.592404
## 47   70.39846 157.4664  92.32226 32.937361 28.517327 47.18550 28.712621
## 48   61.70422 138.0857  71.93641 23.300268 20.090067 35.61169 15.575681
## 49   61.33860 144.9316  86.40811 26.696378 24.349297 39.77189 19.455135
## 50   63.05734 138.5003  70.47352 20.670638 18.154254 36.22468 19.405232
## 51   64.82708 145.6347  77.19989 20.549567 18.632752 33.49460 18.494409
## 52   52.36694 132.5998  71.29239 15.551134 13.916693 29.34698 16.760708
## 53   78.53100 143.9213  79.71125 22.215652 17.469635 35.95521 16.616155
## 54   57.48538 126.7108  66.66915 17.877803 15.250374 24.52434  9.194936
## 55   70.81534 147.0438  79.62130 25.290039 22.974529 33.99312 19.016153
## 56   95.52165 172.3782 101.18338 34.388635 29.144573 57.24689 28.255847
## 57   90.38660 150.6649  88.80765 35.773657 31.697649 41.56988 21.703192
## 58  131.00499 208.3699 138.28331 40.795992 36.959687 80.84776 49.515715
## 59  113.22082 188.0902 112.91691 41.467129 36.230286 49.01416 25.324403
## 60  114.18932 172.8479 104.59912 37.373774 34.678088 59.41919 29.990413
## 61  102.49544 183.9365 109.49751 33.064629 31.721935 75.75887 40.569861
## 62   63.54837 152.4192  87.46771 33.146975 31.623720 33.04546 17.445197
## 63  100.44911 167.3159 107.80747 35.663864 33.335671 56.51229 35.437079
## 64   66.46659 159.7838  94.24655 27.291655 24.810862 38.39597 24.010146
## 65   83.36314 158.3325 100.77142 34.738381 30.990480 49.78675 22.673436
## 66   94.33647 213.5572 124.24456 38.772973 33.213022 62.28301 30.558693
## 67   95.60268 209.7000 128.25685 42.538098 39.931262 70.95412 41.090284
## 68   92.37965 165.4981  96.53644 37.242114 29.981436 65.57786 29.438080
## 69   70.83061 164.1667  95.45103 37.405220 33.647519 42.91449 20.362375
## 70   69.36740 162.8758  92.89872 34.346560 29.390319 57.69102 29.258737
## 71   80.32462 162.7502  88.76875 29.858006 23.143051 42.91982 17.701002
## 72   87.17170 180.7978 104.54701 26.614032 24.317318 51.97497 28.716291
## 73   74.25095 160.9422  94.91668 24.002036 21.428918 52.36068 26.643237
## 74   75.62085 156.1928  86.97810 24.902225 23.298103 35.03889 20.286189
## 75   82.56791 185.4571 111.83187 37.032730 33.775015 56.57822 35.830915
## 76   86.98847 178.4207  99.55333 27.566037 23.539377 43.82023 27.354720
## 77   77.28729 182.2927 104.51981 30.184232 27.687783 62.98991 33.994034
## 78   79.96146 187.1895 108.91687 36.771118 34.755112 49.44199 28.157448
## 79   91.57405 172.6403 100.22737 33.622629 30.551236 56.39092 26.844644
## 80   91.22246 159.5319  96.16581 31.619784 29.984792 46.83424 26.650127
## 81   65.16896 166.2424  99.95639 31.177524 30.504198 40.11263 22.839798
## 82  106.25972 179.7160 106.17331 42.832668 37.221399 56.94195 29.971618
## 83   58.37161 132.5240  74.10323 23.591298 20.832285 31.10289 15.799833
## 84   92.65556 177.6755 101.49464 29.321829 25.726811 49.62513 26.028089
## 85  102.83929 177.1955 103.64857 43.145082 40.071578 53.16561 25.520522
## 86   92.45923 177.2255 100.80722 26.626384 24.573740 61.69384 33.565240
## 87   87.80364 148.8395  83.70390 26.029330 22.155942 47.28875 22.517005
## 88   74.12135 161.0662  92.50170 27.925050 25.234683 47.89948 22.565844
## 89   90.72998 166.7477  98.90457 28.327570 24.506927 45.44408 26.191315
## 90   85.69361 162.2742  94.25061 31.057924 26.944122 53.82470 27.071438
## 91   84.37054 175.7997 107.67729 33.617904 30.207949 50.68751 30.090144
## 92   83.00977 182.1158 112.54267 21.624293 18.503081 64.38649 37.432931
## 93   59.88460 110.8267  58.16954 17.600461 15.202658 24.65369  8.566253
## 94   62.28633 154.0408  84.67013 17.024233 16.050393 38.95530 23.250886
## 95   77.94600 141.9575  77.14970 23.005238 20.021269 34.89068 16.127682
## 96   50.98963 136.5120  74.42238 21.205028 20.495673 29.32000 16.492259
## 97   55.44215 133.0946  77.84797 27.305037 25.818857 27.11377 15.228987
## 98   61.59640 134.1630  74.39080 22.758818 19.045511 37.41904 19.936097
## 99   76.40865 124.9840  74.32635 25.170992 20.842316 38.40420 19.610008
## 100  68.54184 145.3069  81.45014 16.955060 14.914729 31.70241 17.675807
## 101  81.57126 161.8859 101.90639 19.876927 16.645349 42.16411 24.408988
## 102 108.11110 169.3234 102.98810 31.471751 29.744790 52.72945 36.691403
## 103  59.60739 167.7601 106.19285 32.402237 28.575818 59.40387 40.293387
## 104  77.06515 132.2435  82.04921 28.929202 26.927239 35.53699 19.630688
## 105  54.93713 106.5239  58.14913 17.752516 15.491386 26.52351 13.086847
## 106  74.22360 170.3314  97.18393 27.724248 23.484137 35.44324 18.259606
## 107  67.29785 138.5241  68.49923 22.503166 19.786597 35.40852 16.797268
## 108  78.83366 123.8055  72.18366 28.831587 25.646684 34.48148 17.313790
## 109  85.92592 173.1105 104.17827 27.012304 23.414855 41.85444 24.903238
## 110  39.94741 121.1275  73.02569 22.637826 22.031186 24.34689 13.925645
## 111  54.50730 122.4937  75.68640 20.988367 19.883464 29.39046 15.017788
## 112  87.18788 173.2648  96.07453 27.642516 26.534565 54.43460 30.147006
## 113  74.00209 175.4863 105.00227 32.298275 30.788260 60.41276 37.455236
## 114  62.46544 129.3746  68.69872 19.945000 18.400635 33.70779 18.095148
## 115  81.08277 150.6428  77.68132 21.636394 19.490946 51.38306 29.726668
## 116  70.14514 113.0518  61.05912 19.252217 17.017803 34.06752 11.166039
## 117  48.27321 129.3934  70.85876 16.407465 14.536191 29.42127 15.728438
## 118  71.28905 166.1673  93.53512 26.970568 24.608017 59.24765 40.455424
## 119  54.00208 128.3186  69.42238 21.163528 21.163528 35.75880 21.155288
## 120  81.49776 150.4844  87.28361 24.535173 22.600228 50.49263 30.742491
## 121  77.78981 140.9233  80.31782 16.938026 14.855517 53.54574 28.837286
## 122  73.72371 135.4368  71.29662 20.829948 18.632902 36.73490 20.482112
## 123  54.21276 115.2322  70.96434 21.893126 19.980781 29.10010 15.545693
## 124  52.89509 125.0670  64.51123 15.629012 13.846866 26.75488 12.937409
## 125  53.68487 130.0076  68.16143 15.064596 14.250750 29.78809 17.996719
## 126  70.87793 141.8284  78.37283 24.556594 21.473342 35.94740 18.589123
## 127  61.12722 150.4246  83.74373 22.878312 21.384699 39.22514 19.560828
## 128  60.81513 134.8016  72.98369 18.886916 17.346817 32.02107 18.226428
## 129  57.30962 130.2542  71.05610 18.368292 17.090177 27.96170 14.505446
## 130  57.09093 137.7092  81.16662 20.655448 18.239202 37.67065 19.423840
## 131  59.80301 142.8277  78.17609 18.102219 15.848818 36.53856 17.646077
## 132  61.92977 134.8798  70.30977 20.012383 18.303255 31.99780 17.056721
## 133  51.94246 132.4820  72.59484 17.538166 16.229478 25.94354 14.741195
## 134  55.03351 132.9173  74.15232 19.546057 17.906819 33.93298 16.049089
## 135  57.91241 149.5182  82.22661 21.491615 18.801910 38.65542 20.942088
## 136  76.84863 150.8028  87.03707 32.177751 26.778704 46.40297 23.856696
## 137  57.26338 127.3253  68.52704 17.033329 15.933335 33.38239 15.265406
## 138  78.14752 147.6206  79.62533 16.757578 14.568689 36.13086 19.075875
## 139  60.42008 145.0514  78.84364 19.687883 17.856018 34.11810 18.188590
## 140  71.13904 151.7515  85.03912 17.635135 15.720422 44.19705 24.119308
## 141  64.59076 137.1003  75.39935 16.061912 14.418883 30.63028 15.590386
## 142  65.61552 149.6475  88.56016 25.623478 23.767006 36.00625 17.486137
## 143  48.62798 125.4985  64.65578 18.173989 15.077734 29.70903 16.979922
## 144  58.15008 139.1053  71.17536 17.285235 15.816124 29.71047 17.843878
## 145  66.23829 148.9156  83.61121 22.813251 20.754265 34.57042 17.114519
## 146  57.67329 134.1742  71.52602 17.625245 15.133651 26.05531 12.944988
## 147  47.74812 124.8802  65.17968 19.099138 16.937923 30.53618 15.408593
## 148  62.18448 140.7188  76.83227 22.331910 18.808348 32.72304 17.290986
## 149  60.12276 137.2048  74.31892 21.108771 19.398449 33.00421 17.064626
## 150  57.61104 138.4838  76.20770 22.869188 21.338704 32.22823 15.740259
##        X41001 X41101    X41201     X41202     X41204   X41401   X41402
## 1   17.502107  13.05 114.46886  10.378181  50.637275 418.7284 188.3698
## 2   24.035787  13.35 201.57678  21.634318  69.089303 463.5274 224.0575
## 3   17.323203  13.40 131.73450  24.082201  57.605388 320.3213 137.0687
## 4   12.589241  11.82 148.14384   9.126863  42.927009 399.1019 207.6454
## 5   20.995456  12.02 153.42571  23.097561  61.526229 388.4949 214.7294
## 6   14.597567  14.69 103.30579  18.514804  38.612168 437.1375 141.9023
## 7   13.099971  13.73  47.80242   7.125466  23.466421 508.2112 185.1606
## 8   17.463562  14.88  80.54963  21.073547  57.803861 350.0688 190.2165
## 9   22.164609  14.39 150.88778  11.962994  65.375911 547.8246 313.1246
## 10  21.981898  12.26 181.71906  13.710016  52.259453 560.3939 263.4223
## 11  13.398985  10.61  95.95224  13.718228  48.564389 443.0947 165.8512
## 12  18.707216   9.49  50.82108  20.935205  25.762831 426.5218 174.1516
## 13  12.824707  11.19  31.58832   2.892590  12.296090 316.9686 115.3084
## 14  18.509063  11.51  87.97419   7.660526  27.835502 376.9698 148.8100
## 15  12.517605  12.90  77.52689   4.251773  26.538346 398.2457 240.6088
## 16  13.254598  12.61 147.32965  16.374530  55.979308 585.8627 279.3168
## 17  22.796326   8.69 127.80914  26.914278  67.347045 342.1579 185.7059
## 18  15.714424  13.96 101.15530   7.513963  27.668300 334.3260 216.6473
## 19  20.043291  10.61 129.41518  12.845804  55.464875 357.8184  96.7456
## 20  15.695158  11.57 111.17674   9.386697  41.624272 454.9863 154.7476
## 21  13.965529  13.30  11.69126 -18.560653   6.318467 537.0390 245.0816
## 22  14.347294  11.01  87.61517   7.619462  31.957220 402.7209 142.1602
## 23  15.045271  12.11  78.89745  17.880791  32.803993 437.2874 169.3565
## 24  14.905442   9.55  82.45184  17.371451  41.571988 426.8209 100.6662
## 25  13.445637  11.29 103.13491  12.640006  37.100672 391.8979 175.0439
## 26  14.776836  11.31 144.33690  11.879306  48.448329 394.0173 266.1425
## 27  20.124465  10.10 229.62772  70.289946 129.964222 425.8551 195.5882
## 28  21.072861  13.15 127.62337  13.916544  40.474155 416.4008 206.9754
## 29  14.357422  12.51 116.52574   9.648668  47.524752 406.0599 192.6889
## 30  11.254150  12.60 127.47162  13.919563  47.268305 437.9932 111.4153
## 31  17.094698  11.90  56.26473  12.585092  28.920064 475.1810 193.4317
## 32  11.956780  12.33  61.13170  10.437687  25.370057 496.9716 186.4837
## 33  14.883347  12.07 142.08252  11.769615  45.050306 453.0217 144.4026
## 34  14.759519   9.26 137.78256  10.498137  29.935638 565.2273 254.6263
## 35  16.870329  12.13  43.94384   5.323356  21.181725 427.6128 184.7932
## 36  19.667004  10.75 179.97480  10.430248  40.185187 393.2036 207.0268
## 37  13.452386  10.08 157.85597   5.939724  45.907535 437.0293 194.1706
## 38  13.221473  11.31 147.55266  12.256780  41.803450 400.3969 169.3972
## 39  12.980729  14.81 189.72665  21.096305  50.278229 400.2809 162.3003
## 40  10.676659  10.71 168.54756  16.680139  46.366605 381.4086 175.0158
## 41  11.976485  10.12 120.50755   7.082655  35.829452 436.9018 204.9167
## 42  12.558497  12.91  51.94955   5.866823  13.989769 462.0861 237.7897
## 43  22.401116  14.50 164.07959  11.887403  45.292830 395.6745 151.8534
## 44  17.745490  12.29 123.70858  14.360039  41.427720 496.4674 162.2243
## 45  20.555074  12.68 204.57896  17.075988  58.204700 484.7991 249.2731
## 46  17.049330  10.05 118.98466  11.719757  71.531782 396.5242 176.3326
## 47  17.477289  12.26 143.23929  14.610609  55.157304 482.3739 207.4426
## 48  13.262969  10.98 114.38785  12.949474  45.925749 312.7190  96.8977
## 49  13.162618  11.53  95.26518   9.202769  44.685415 416.3072 174.5820
## 50  13.531486   9.89  91.54920  10.954762  43.079653 358.5566 165.4155
## 51  22.340367  10.82 135.18532  15.531423  54.001629 466.5755 200.3477
## 52  12.505352  11.31 113.20235   9.639340  39.106568 402.5296 156.1693
## 53  14.434965  10.41 133.52506  10.685663  42.073825 421.3124 132.8468
## 54  11.147848  11.49 109.49508   9.060686  40.510940 402.9912 115.1505
## 55  16.617181  12.80 123.46507  14.456515  52.214859 372.6588 141.1057
## 56  18.640791  12.16 116.72746  15.250102  51.215937 459.6715 193.4408
## 57  12.660154  12.29 109.75320  11.501464  44.522418 461.1439 196.7582
## 58  14.951228  13.06  95.53380  14.447896  31.223269 455.5112 284.2078
## 59  12.810791  13.25  92.20589   7.396176  36.094258 274.5219 140.2059
## 60  14.378391  13.16  74.51565   7.725960  31.457451 469.0035 256.5158
## 61  19.019824  13.42 102.53000   9.266295  32.968005 512.6980 310.7364
## 62  12.889786  12.97 110.23815  19.432947  47.839150 416.1938 167.7990
## 63  20.812700  12.38  61.61588  11.507582  32.259654 516.6106 287.7850
## 64  12.412498  11.59  99.23835  11.756012  40.481862 327.3401 172.2978
## 65  17.313730  13.17  77.88420   6.484931  34.978023 385.6528 211.9878
## 66  20.620005  13.79 199.92803  25.574759  63.550012 425.0261 236.6514
## 67  14.313623  13.86 154.84452  17.086391  47.876709 474.1771 264.9332
## 68  32.082267  14.05 149.91671  26.127943  68.924939 333.3564 104.5713
## 69  18.568340  12.15 172.50192  14.734994  68.547843 459.7889 168.7444
## 70  16.317523  12.84 122.13785  23.845211  59.457474 412.3959 156.7943
## 71  17.562918  12.26 299.93870  28.245928  90.789245 499.2602 146.3926
## 72  17.339488  12.89  84.14852   9.498721  31.331899 482.3486 170.6504
## 73  23.989435  13.73 202.12028  17.440340  62.993930 400.3113 149.4406
## 74  11.539734  12.94 145.61222  14.347147  49.354910 371.6441 151.1387
## 75  13.883296  13.01 141.52279  14.696997  48.907507 432.9555 260.6081
## 76  19.406545  13.00 120.48798  15.443314  48.202964 476.8566 238.2228
## 77  14.188144  13.28 169.36522  17.370589  62.910760 448.4783 241.2074
## 78  17.692403  13.65 173.42252  15.803324  65.476576 464.6156 205.6310
## 79  11.320205  13.18 122.83748  11.317891  41.882712 497.5207 216.7039
## 80  12.400822  12.87 117.08893  21.676351  38.819986 444.7411 188.7198
## 81  16.339594  11.97 139.07554  12.585401  56.668996 465.4354 188.7134
## 82  16.563522  12.73 132.93521   9.566501  43.692209 411.6281 167.0236
## 83  15.389534  13.28 146.17910  11.304544  52.889315 418.9138 210.0637
## 84  16.430671  10.90  54.52012   8.156546  33.008629 445.3827 228.6981
## 85  16.683613  12.07  60.47074  13.987280  33.902136 437.4016 155.0450
## 86  14.092266  12.84 119.17407   9.283170  44.171678 390.4335 145.6985
## 87  14.107924  13.10 108.24225  10.940321  53.391810 391.6782 174.9468
## 88  15.454258  11.77 136.71823  23.843475  53.998769 365.5571 165.5536
## 89  19.395260  14.07 119.47530  11.845808  41.445846 412.0597 185.3968
## 90  17.317889  12.33  91.82882  15.247949  38.297797 429.5335 210.5146
## 91  15.086346  13.22  95.45924  20.174073  49.605143 450.8054 284.2754
## 92  11.572697  12.91  70.73208  12.194722  31.483096 409.9466 216.1742
## 93  14.343132  12.19 121.73753  16.992652  34.448551 355.3337 175.6486
## 94  12.298710  11.89  86.70234   9.312958  35.136460 411.6773 192.6730
## 95  11.627528  12.53  63.56101  11.125616  32.901351 334.7642 178.9710
## 96   9.323223  11.82 122.07031  13.263719  38.851108 424.9883 143.9097
## 97  13.164604  13.96  58.49362   6.190289  15.029592 420.7541 235.8866
## 98  11.561247  12.50  95.60610  17.965182  33.219637 403.3068 182.6334
## 99  14.754256  13.44  67.53172  13.512874  29.137869 378.2285 237.4203
## 100 10.676000  10.51  82.24457  10.451869  30.477225 355.8872 175.5618
## 101 11.445107  11.84  86.19204  16.344172  27.165560 396.7529 228.7795
## 102 13.996203  13.56  40.23740  25.812534  24.860525 302.3384 183.8315
## 103 22.096543  14.55  74.05057  15.353479  28.387901 408.6580 310.6974
## 104 15.222139  12.53  42.35004   9.281173  26.575591 311.7548 212.0605
## 105 11.573153  12.34 108.75909  18.342534  45.426770 353.2465 144.2703
## 106 12.719994  11.87  69.20266   7.174916  32.438890 414.3586 130.4403
## 107 14.723758  12.37  98.69420  13.206858  32.069190 354.5250 192.2962
## 108 16.957611  13.24 102.67599  25.898176  42.782484 450.9367 180.5143
## 109 11.946767  13.23  78.23961  12.533370  25.336568 306.4217 159.1495
## 110 15.847798  13.98  81.50309  10.782543  25.522249 192.8541 216.3635
## 111 13.211376  10.84  78.88370 -23.571391   7.381876 278.0163 140.8727
## 112 14.963568  12.84  81.59142  16.593162  26.836632 485.1141 338.8764
## 113 12.449623  13.18  71.23776  20.298730  28.820640 472.0097 231.8640
## 114 15.420483  10.65  82.80104  12.452877  31.215096 382.2223 211.9266
## 115  9.991766  11.26  57.53976  19.005213  25.221569 391.1030 309.0520
## 116 15.796603  13.12  84.35833  11.270690  31.077798 293.9857 176.3286
## 117 13.054561  10.97  30.44346   4.677935  12.254527 477.7543 199.5688
## 118 12.855597  14.19 131.43221  29.871465  36.395795 468.1041 282.1592
## 119 12.042197  11.49 143.75796  13.357445  49.451093 377.3446 145.2791
## 120 11.276340  12.21  82.11979  15.081206  27.882199 334.2312 278.5949
## 121 15.544334  13.91  45.76337  17.350647  28.276955 272.2878 117.5455
## 122 14.019163  11.93  67.03087  10.597898  23.726969 355.4222 116.5581
## 123 12.146142  13.01  85.53442  16.593298  29.077516 259.2226 111.1927
## 124  8.995249  11.14 136.64685  11.790093  41.891083 407.0980 142.9891
## 125 11.834021  10.86  92.74874   8.507794  34.052213 347.2471 143.1655
## 126 18.016425  11.03 110.05605  10.620730  51.415327 408.7683 114.7443
## 127 14.513088  11.72 122.87232  12.407816  41.870025 427.7130 163.8727
## 128 15.366017  10.55 158.40723  21.044890  75.400662 388.9616 145.3967
## 129 16.767550  10.74 107.75682  15.649154  55.354874 386.6286 147.2255
## 130 19.652471  11.26 117.16716  13.027417  52.574220 368.1718 122.0488
## 131 16.899717  11.01  69.27056   8.864166  32.294859 427.4506 178.3626
## 132 15.372534  11.27 101.06231   8.778193  36.429054 431.1483 158.9496
## 133 12.227838  11.31 140.11882  11.085068  53.880182 379.2144 142.8130
## 134 11.291456  11.32 113.10381  14.374455  39.006731 374.4955 155.6862
## 135 15.915062  12.16  63.41444   9.272825  26.201559 380.6343 157.9450
## 136 16.503488  12.67 119.10276  16.234252  53.219975 433.8627 172.3665
## 137 13.144472  11.59 110.58463   9.260646  48.758560 552.4878 215.3654
## 138 14.752493  11.17  81.84789  12.688350  40.623449 390.5811 155.9529
## 139 16.343405  10.72 106.56426   8.411456  49.503287 427.8172 163.2244
## 140 16.016161  12.59  74.64137   9.632184  26.189151 414.9373 175.2456
## 141 15.582766  11.12 107.36795   8.968283  43.646031 369.9537 155.2681
## 142 11.142475  11.71  90.56815   8.606690  35.277720 389.6829 153.4935
## 143 15.172661  11.80  84.31773   8.930804  29.421710 413.1946 182.1891
## 144 16.679548  11.35 118.95593  11.984433  53.326344 404.9298 129.5950
## 145 14.321784  12.07  34.99218   5.637673  17.067956 454.8823 167.0076
## 146 14.206157  11.23 104.26976  12.316877  49.646170 376.4721 154.3591
## 147 11.793873  12.05  94.62933  13.114266  36.122592 354.0916 156.8758
## 148 17.279645  11.51  58.51682  12.292767  29.277054 458.2816 161.4271
## 149 13.854036  11.77  96.77996  11.419098  39.347449 412.7337 167.5488
## 150 17.809334  10.94  96.85154   7.070549  38.418463 400.4083 156.9836
##        X41403    X90287     X90360     X90361   X90362   X90365   X90366
## 1   1086.7685 2.4881454 11.3207547   8.860759 57.39881 -3.46667 76.08440
## 2   1157.9900 1.9827967 22.3427332  22.834650 58.05591 -3.84964 75.70143
## 3    851.7538 1.7277875 26.2500000  28.358210 58.77084 -1.85155 77.69952
## 4    954.3258 1.7047486 14.4901610  28.571430 56.62349 -1.41079 78.14028
## 5    892.4149 1.0571479 22.7544910  14.285710 60.69974 -1.13982 78.41125
## 6   1293.3195 1.1649090 -0.4651163   5.050505 59.41756 -2.11021 77.44086
## 7   1445.0581 0.7637633 10.5175292  19.254660 64.94764 -0.61564 78.93543
## 8    813.6402 1.2783208  9.9056604   6.422018 57.26367 -2.92931 76.62176
## 9   1228.4544 1.0008922 33.5714286  40.277780 54.69094 -5.39393 74.15714
## 10  1421.6115 1.4789885 34.6938776  30.256410 56.42585 -3.60927 75.94180
## 11  1247.1009 1.4941719 25.7240204  35.660850 63.70217  0.44627 79.99734
## 12  1158.3955 1.3723712 13.4851138  16.339870 60.38249 -2.33887 77.21220
## 13   901.7833 1.7379262 18.3823529  -1.796407 60.44399 -0.59346 78.95761
## 14  1038.6333 1.0284658 27.6437848   5.208333 65.26830  0.61509 80.16616
## 15  1354.3230 1.0043353  8.0491132   9.322034 60.66517 -1.07099 78.48008
## 16  1474.8461 0.8887564 21.2636695   8.713693 60.33563 -2.54731 77.00376
## 17  2403.6120 1.0373920 -6.8965517  23.076920 69.84607  2.84437 82.39544
## 18   675.5940 0.6952403 17.5315568  43.646410 56.95549 -2.52616 77.02491
## 19  1114.9295 0.7709520 14.1993958   4.000000 66.39847  0.22027 79.77134
## 20  1325.6786 1.2064300  5.4545455 -13.114750 60.85098 -1.05077 78.50030
## 21  1383.7153 1.3843096 12.6262626  40.331490 59.54155 -3.05536 76.49571
## 22  1158.3471 1.2221162  1.6513761  23.076920 63.39868  1.00729 80.55836
## 23  1214.2871 1.2031025  6.5902579  12.225710 62.04625 -0.82616 78.72491
## 24  1372.6695 1.4327876 15.4401154  13.178290 66.18008  0.49514 80.04621
## 25  1020.7745 1.4081774 13.7414966  26.890760 63.58194  1.56157 81.11264
## 26   764.8544 1.5059859 11.9579501  12.605040 60.71506 -0.60030 78.95077
## 27  1093.6289 1.2822250 22.0779221  38.797810 61.97094 -0.89013 78.66094
## 28  1023.7343 1.3783871  5.0955414  24.324320 63.69817 -0.38960 79.16147
## 29  1024.8356 1.0773744 18.2203390  55.421690 64.73798  1.31754 80.86861
## 30  1385.0692 1.3863794 12.1863799   4.597701 64.07593  0.21218 79.76325
## 31  1292.2540 1.5424776  5.5944056  24.503310 61.96931 -1.23162 78.31945
## 32  1397.3865 1.2587516 18.8755020  10.769230 61.29659 -1.25544 78.29563
## 33  1348.0173 1.1611159 27.2407733  32.000000 61.17487 -0.84966 78.70141
## 34  1465.9704 1.3962992 22.4806202  35.922330 62.63984 -0.73116 78.81991
## 35  1131.7894 1.3179791 14.7102526  36.470590 63.10819 -0.79155 78.75952
## 36  1207.7863 1.2072316 16.4444444  -5.405405 67.78411  2.11211 81.66318
## 37  1141.3196 0.9239457 22.1333333  14.516130 66.34956  1.79769 81.34876
## 38  1070.2961 0.7010455 21.0666667  75.000000 65.33855 -0.98339 78.56768
## 39  1415.6094 0.9592450 19.5312500  45.454550 59.44115 -1.15968 78.39139
## 40   979.9474 1.0463679 10.9919571  18.248180 69.52256  1.93601 81.48708
## 41  1109.6587 1.1822678 38.0116959 106.666700 69.81375  1.95792 81.50899
## 42  1112.5459 0.8288023 14.3369176  18.954250 64.07278 -0.44609 79.10498
## 43  1102.7558 1.0027745 33.4370140  31.578950 62.19163 -0.43417 79.11690
## 44  1465.7721 1.6155466 13.6690647  15.000000 60.94320 -1.49772 78.05335
## 45  1167.8247 1.2162862 25.0409165  37.967910 61.44766 -1.21421 78.33686
## 46  1035.0797 1.4359528 16.2112933  32.967030 61.53135  0.26775 79.81882
## 47  1279.6748 1.4723678 22.3707147  35.775860 58.93935 -1.29116 78.25991
## 48   938.6010 0.6710169  2.8618152   8.755760 66.91991  0.77639 80.32746
## 49  1117.3103 0.5902932 22.3091977  18.151820 66.88053  0.32474 79.87581
## 50   918.6655 0.7474303 22.7906977  35.714290 64.45044  0.81595 80.36702
## 51  1238.6360 0.9957563  0.6432459   5.385735 62.97868  0.20588 79.75695
## 52  1116.9744 1.0683533 12.2052705  20.000000 65.97308  1.29363 80.84470
## 53  1257.8626 1.6086795 28.0575540  76.666670 63.22890  0.34266 79.89373
## 54  1237.7291 0.6573117  6.4935065  24.423960 66.41244  1.85722 81.40829
## 55  1044.1627 1.4181221 10.7526882  28.160920 64.98033 -0.12711 79.42396
## 56  1231.7406 1.2776977 15.3658537  14.427860 62.91588 -1.75998 77.79109
## 57  1227.8627 1.0470368 29.7188755   9.333333 59.82222 -1.02147 78.52960
## 58   952.2911 1.2120646 19.3149382  28.971960 56.52864 -3.82672 75.72435
## 59   664.0383 1.0620857  5.2790347  14.285710 60.29198 -2.32392 77.22715
## 60  1085.2178 1.0573280 13.1147541  21.985820 57.63407 -2.31658 77.23449
## 61  1098.3864 1.6891380 14.9855908  11.688310 57.90595 -2.78375 76.76732
## 62  1136.5386 0.7842787  6.5420561  11.191340 61.67853  0.29728 79.84835
## 63  1180.2046 0.9590120 16.4739884  22.699390 58.07704 -2.03677 77.51430
## 64   776.9629 0.7191303 16.3987138  40.540540 63.99549  0.28156 79.83263
## 65   889.2813 0.8583845 13.5678392  45.291480 60.45589 -1.78662 77.76445
## 66   971.3130 1.6623164  8.0412371  22.641510 58.36789 -2.85826 76.69281
## 67  1080.9846 1.5940774 17.5172414  28.617360 59.27117 -3.42515 76.12592
## 68   996.8332 1.4986559 -7.6687117   1.935484 57.88422 -2.04975 77.50132
## 69  1303.8179 1.1624333 10.9207709  28.148150 62.35110 -0.84102 78.71005
## 70  1153.6405 0.7258222 11.4384749  18.541030 59.80892 -1.29040 78.26067
## 71  1522.5761 1.5958674 32.9561528  55.555560 59.67438 -1.41371 78.13736
## 72  1386.2732 1.3425052 16.4086687  22.846440 61.83806 -1.69068 77.86039
## 73  1127.8361 1.4647274 30.9002433  46.902650 59.29620 -1.78483 77.76624
## 74  1011.1099 1.4613995 14.7905759  23.044400 62.52519 -0.34107 79.21000
## 75   932.7627 0.9889935 15.7024793  53.684210 58.75738 -1.58594 77.96513
## 76  1168.8947 1.4000135  3.3576642   9.289617 62.16335 -1.53186 78.01921
## 77  1049.5639 1.6300545 13.5849057  29.927010 59.38317 -1.85287 77.69820
## 78  1215.6709 1.6234752 22.3684211  23.684210 57.73617 -2.52232 77.02875
## 79  1311.8895 1.1153155 14.4617615  27.005350 59.91895 -1.98607 77.56500
## 80  1187.2027 1.3094083 14.5218418  36.170210 62.92601 -1.24979 78.30128
## 81  1267.9293 0.9755144 16.5631470  28.621910 59.55983 -0.66894 78.88213
## 82  1120.9811 1.0845755 24.5865491  38.260870 57.13274 -2.45722 77.09385
## 83  1024.5791 1.0713654 28.3200000  37.899540 63.37425  0.69941 80.25048
## 84  1073.7679 1.0687016 17.1693735  23.275860 57.65476 -2.17261 77.37846
## 85  1256.2358 0.6594719 22.1945137  28.384280 58.17238 -2.36234 77.18873
## 86  1100.1647 1.2790071 10.5679367  26.136360 60.41185 -1.80639 77.74468
## 87  1020.1993 0.7191794  8.5245902  43.478260 61.55431 -0.96022 78.59085
## 88   945.5671 0.9717035 21.2653779  54.794520 62.74884 -0.92366 78.62741
## 89  1069.3820 1.3193757 17.8000000  22.456140 61.96524 -1.36985 78.18122
## 90  1064.6883 1.9979666 24.8269041  43.548390 58.85643 -1.59268 77.95839
## 91   933.7424 1.1712412 10.2857143  20.618560 59.64294 -2.02390 77.52717
## 92   971.8864 1.4612914 11.6751269  22.641510 62.77981 -1.70797 77.84310
## 93   876.4205 0.5448325 22.4719101  30.534350 64.38413  2.59916 82.15023
## 94  1046.7897 0.7966340 17.0111288  30.516430 64.99372  0.46451 80.01558
## 95   786.5643 0.5257248 22.0825853  33.823530 62.42978  0.78985 80.34092
## 96  1240.1163 1.6231908 17.2774869  26.712330 65.71480  1.80312 81.35419
## 97   956.8697 0.6485021 15.4255319  14.563110 63.36339  2.72511 82.27618
## 98  1043.2599 1.4459373 19.2563081  40.669860 61.05615  0.81363 80.36470
## 99   786.5725 1.1212213 12.6245847   7.344633 62.47750  1.37296 80.92403
## 100  878.8307 0.9354979 21.4057508  10.416670 65.10090  0.77351 80.32458
## 101  883.8758 0.9137226 41.4847162  52.212390 63.21650 -0.39187 79.15920
## 102  646.0082 0.7367565 35.1063830  66.153850 57.48855 -0.80039 78.75068
## 103  692.7437 0.9177108 46.2121212  47.540980 62.84468 -0.02781 79.52326
## 104  600.8682 0.8660802 31.0344828  42.857140 64.96313  0.86186 80.41293
## 105  959.2776 0.6873052 11.3006397 -14.619880 68.32725  3.12352 82.67459
## 106 1237.7217 1.4943298 17.5510204   9.701493 65.53496  0.01971 79.57078
## 107  824.9885 0.8856986 34.0579710  35.672510 65.18694  1.25273 80.80380
## 108 1235.1617 0.8652420 30.0668151  32.352940 63.01462  0.43926 79.99033
## 109  733.5111 1.0243797 22.1556886  20.000000 60.35448 -0.12890 79.42217
## 110  487.9816 0.4792479  0.3389831  41.666670 62.58814  3.63650 83.18757
## 111  675.7326 0.8507458 27.2727273  26.785710 67.16120  1.80140 81.35247
## 112  909.2035 0.8788657 20.1716738  39.325840 59.41832 -0.85539 78.69568
## 113 1168.4321 1.8266186  5.4545455  27.868850 61.93177 -0.51558 79.03549
## 114 1217.8052 1.3128499 14.5205479  40.350880 64.07241  1.32607 80.87714
## 115  629.0510 1.3751894 15.2882206  13.953490 60.58489  0.14723 79.69830
## 116  635.1913 1.6680764 22.3300971  14.970060 63.74523  1.44574 80.99681
## 117 1284.4923 0.7244911 31.8611987  29.729730 69.60697  2.79463 82.34570
## 118 1007.3445 0.6478497 15.6316916  34.000000 62.37268 -0.66380 78.88727
## 119 1050.3343 1.3914254 20.2797203  34.920630 69.77491  1.24134 80.79241
## 120  931.8233 0.3939254  7.1428571  54.929580 61.85595 -0.57950 78.97157
## 121  721.0404 1.2224975 36.3636364  39.215690 62.38622  0.50050 80.05157
## 122 1048.1281 0.6707309  9.4420601  30.708660 66.90420  0.65204 80.20311
## 123  688.5094 0.6842828 14.2045455   3.773585 62.34319  3.11490 82.66597
## 124 1173.0139 0.8371871 19.8431373  40.920100 68.77250  2.21844 81.76951
## 125  939.0838 1.0376695 17.4716756  26.903550 64.31459  1.44157 80.99264
## 126 1261.4381 1.3188924 14.2188414  20.000000 64.44721 -0.17302 79.37805
## 127 1192.8500 1.0807764 20.8117788  24.050630 63.40543 -0.24025 79.31082
## 128 1095.2997 1.1320887 17.4830445  26.888220 66.67495  0.85518 80.40625
## 129 1080.8977 2.0190269 20.0769724  30.086960 64.36684  1.43471 80.98578
## 130 1081.9286 1.2367467 20.0000000  30.043540 64.69217  0.68256 80.23363
## 131 1149.8060 0.9189113 29.7258641  51.708770 64.52676  0.61256 80.16363
## 132 1220.5243 1.0208295 18.2297155  27.327330 66.01084  0.65873 80.20980
## 133 1064.7786 1.2198716 16.7692308  19.533530 68.00437  1.67326 81.22433
## 134 1009.0426 0.5605168 22.3562811  28.170380 65.90795  1.46929 81.02036
## 135 1026.4332 1.4226985 18.8540973  26.229510 64.23180  0.31180 79.86287
## 136 1192.2018 0.9627126 20.4869205  31.089460 61.08134 -0.92011 78.63096
## 137 1530.1428 1.1619874 20.7995678  35.702750 65.15294  1.24692 80.79799
## 138 1071.0029 1.5170140 24.5655608  28.009830 61.72041 -0.16114 79.38993
## 139 1195.1362 0.9913950 15.2194809  15.534880 63.07585  0.53002 80.08109
## 140 1110.0432 0.9261903 23.4773555  38.404450 65.22112 -0.03009 79.52098
## 141  992.5419 0.9803093 23.9064090  28.242070 64.86285  1.08473 80.63580
## 142 1074.6321 0.7586299 22.9514880  39.376770 62.52133 -0.04965 79.50142
## 143 1083.1107 0.6592416 10.0179964  17.766500 68.64849  2.01453 81.56560
## 144 1203.4006 1.4704672 22.9827490  39.628480 64.73140  0.81189 80.36296
## 145 1289.7189 1.4797170 20.9848485  34.491980 63.35314  0.14754 79.69861
## 146 1020.5996 1.3519690 19.4860814  26.886790 63.18777  1.32502 80.87609
## 147  926.0172 1.1310320 19.8690671  26.198630 68.28669  1.95542 81.50649
## 148 1319.1594 1.3671735 15.7712305  19.485290 64.00988  0.27377 79.82484
## 149 1123.7699 1.1069649 26.5953523  36.293440 65.75090  1.02595 80.57702
## 150 1106.3401 0.9906015 23.4316354  23.595510 65.72479  0.36423 79.91530
##        X90641     X90642 X91096   X91102    X91195   X92031   X92196
## 1   24.740120 28.6885200  544.0 17.11736 0.6773078 17.20744 3.506535
## 2   17.603550 24.3093900  570.4 16.47961 0.7006106 21.03520 4.677755
## 3   14.305360 18.1141400  512.8 17.95176 0.7096550 14.83398 3.488372
## 4   25.800600 39.7647100  551.0 18.10554 0.7259529 20.36363 3.722454
## 5   15.688160 10.3225800  444.5 18.24265 0.7251018 18.43559 2.850627
## 6   11.035070 10.0000000  447.7 17.50678 0.6888305 16.17756 3.576218
## 7    7.327586 18.8284500  399.5 18.22260 0.7290278 15.82783 3.511339
## 8   12.123680  9.7472920  347.1 17.37454 0.7240778 17.96636 4.300048
## 9   27.013140 37.8823500  525.3 16.53537 0.6920170 16.61539 6.389776
## 10  21.586640 40.4021900  330.3 16.46342 0.6971682 15.65156 4.735297
## 11  20.000000 33.9788700  266.1 18.82025 0.7542316 10.96978 2.537486
## 12  14.873040 26.2222200  421.4 17.73430 0.7347989 17.04536 4.308797
## 13  23.467490 23.0769200  480.3 18.07478 0.7335950 10.71406 3.765060
## 14  22.724460 18.1651400  346.9 19.18623 0.7776932 11.37005 3.438198
## 15  10.579580 22.0389800  310.5 18.13478 0.7255889 18.69755 6.182224
## 16  22.295080 23.1905500  370.8 17.06644 0.6881875 11.32066 5.978189
## 17   4.000000  5.5118110  247.8 20.29757 0.7608769 14.93631 1.978239
## 18  18.419880 48.9981800  470.4 17.14476 0.6981949 11.88405 4.459047
## 19  19.666150 14.8148100  247.6 19.07647 0.7676294  7.48497 4.772814
## 20  20.382630 15.7593100  553.7 18.00078 0.7363507 11.80782 4.813092
## 21  13.103450 38.7681200  339.7 17.15117 0.6924256 12.91192 8.052637
## 22  10.734460 21.2435200  426.6 19.41912 0.7747894  8.73619 2.824327
## 23  12.455970 16.7728200  417.7 18.30754 0.7241524 16.32358 3.490308
## 24  21.235520 28.5129600  439.0 19.34285 0.7464331 14.07086 2.931194
## 25  13.554500 23.9766100  320.7 19.55281 0.7455731  8.78593 3.495022
## 26  17.117120 20.4930700  369.7 18.65946 0.7218033 15.09821 3.145007
## 27  26.454030 44.5692900  319.3 18.61178 0.7466755 10.31155 3.223407
## 28  18.847010 34.5971600  387.6 18.98157 0.7312331 13.51401 3.802860
## 29  22.540980 44.8789600  408.5 19.19680 0.7561995 11.27479 1.915301
## 30  14.705880 12.7201600  470.2 18.65579 0.7380468 14.07477 3.397774
## 31  11.154860 29.4686000  325.8 18.22290 0.7362871 14.55819 4.292767
## 32  11.065010  2.1276600  279.3 18.40211 0.7330658 13.04692 5.569716
## 33  22.209170 30.7032600  246.7 18.33527 0.7399387 12.14315 3.426188
## 34  21.614350 29.3286200  217.8 17.75498 0.7226173 12.56272 3.074044
## 35  14.393580 32.2834600  439.4 18.10259 0.7394637 11.61697 3.680869
## 36   9.956710 14.4329900  315.7 20.21429 0.7619375 10.01294 2.791996
## 37  18.101930 18.6246400  439.6 19.87726 0.7831835  6.81842 4.236472
## 38  29.265970 49.8305100  423.2 18.11371 0.7575019 12.78480 2.693240
## 39  20.151130 28.0423300  348.3 18.03087 0.6898806  7.36998 5.292371
## 40  10.714290 16.6253100  379.3 19.95804 0.7743994  6.67879 3.577818
## 41  18.699190 34.2618400  426.3 19.78329 0.7793389  7.05933 3.528975
## 42  23.296160 27.3148100  313.5 18.16746 0.7343325 11.46087 4.531038
## 43  22.049690 24.5283000  315.0 18.57687 0.7329072 14.03329 3.291794
## 44  20.515970 15.1648400  406.4 17.53048 0.7307862 15.13677 3.250130
## 45  19.428570 17.2932300  435.7 17.94627 0.7338007 12.10858 4.662729
## 46  10.029670 14.3872100  164.8 19.15874 0.7464664 10.28135 2.998909
## 47  23.576260 37.4716100  451.7 18.05316 0.6911147 13.77273 4.269692
## 48  14.611870 21.6027900  421.7 19.38747 0.7638403 13.47879 3.390420
## 49  19.397120 12.3431000  486.3 18.90490 0.7373165 15.79009 3.274394
## 50  21.044050 25.9615400  414.9 19.09972 0.7608638  4.28102 4.100762
## 51   9.993155 16.8041200  432.2 18.98774 0.7500755  7.69972 3.839859
## 52  18.385860 27.7091900  432.0 19.33385 0.7722650  6.52041 2.732058
## 53  23.052960 53.4883700  246.4 19.28141 0.7552018 12.59892 4.117737
## 54  14.772730 35.8558600  244.3 19.79083 0.7679468  7.66412 2.641739
## 55  18.162330 28.4253600  394.2 18.91674 0.7458234 16.58146 2.612827
## 56  13.110130 24.5346900  451.6 17.86012 0.7215333 19.81486 3.891395
## 57  20.972640 21.3114800  328.4 17.82630 0.7368139 14.77338 4.018946
## 58  16.621900 26.5060200  428.6 16.09260 0.6717544 12.75960 6.435390
## 59  11.838790 35.2381000  357.2 17.22745 0.7138316 18.40974 5.906497
## 60  15.997860 38.0952400  345.7 17.52926 0.6964706 17.12683 4.814151
## 61  20.077970 11.1111100  539.6 17.28364 0.6939276 15.97541 4.716545
## 62  10.827530 12.5763100  334.2 19.06328 0.7443369 17.27614 5.148005
## 63  14.544590 30.5785100  381.9 17.03454 0.7116350 13.71432 4.057971
## 64  19.870410 33.9350200  480.3 18.70157 0.7277661 15.82547 3.848467
## 65  19.877680 33.1189700  454.0 17.64096 0.7049572 13.51054 3.988868
## 66  12.195120 22.1884500  422.1 16.78429 0.6342588 15.19956 3.910900
## 67  22.436210 30.9302300  490.2 16.90852 0.6631682 16.74055 5.724227
## 68   5.173333 24.0093200  423.0 17.67440 0.6848967 15.19773 3.320053
## 69  19.537000 24.7362300  417.7 18.42807 0.7087611 18.24155 3.971597
## 70  19.443600 27.5181700  546.9 18.10636 0.7175667 21.55729 4.921355
## 71  24.247950 30.3292900  347.2 17.90720 0.6758650 14.70128 2.144133
## 72  18.866620 27.8688500  400.8 17.69028 0.7131363 13.76182 4.553648
## 73  23.348020 42.0155000  411.0 17.92642 0.7137861 12.69580 3.243243
## 74  16.317990 26.9461100  373.6 18.41855 0.7242638 18.80663 4.845703
## 75   9.936575 28.3018900  531.1 17.84331 0.7105835 17.66255 2.903484
## 76   4.469005 11.1913400  450.7 17.59518 0.7321308 14.72243 2.093301
## 77   9.806452 16.5467600  465.0 17.37857 0.7054138 12.23737 2.243982
## 78  18.812590 25.9701500  401.6 17.25775 0.6818046 13.96965 2.734108
## 79  15.626520 20.3451400  487.0 17.94655 0.6957624 16.54613 7.844219
## 80  18.066740 17.8707200  406.3 18.00724 0.7034879 17.06304 5.114521
## 81  13.954260 27.2727300  430.1 18.53630 0.7128780 15.39080 5.356665
## 82  23.481480 38.7632000  374.8 17.30696 0.6596234  9.69093 6.471126
## 83  26.019850 35.0400000  359.5 19.29090 0.7440426 17.84709 5.237887
## 84  22.588240 33.5320400  387.9 17.62913 0.6829103 15.26547 6.234633
## 85  18.412440 22.7080400  478.8 17.56787 0.6969756 12.53495 5.771451
## 86  16.212340 21.9116300  426.3 17.59510 0.7177138 19.07492 5.829787
## 87  11.712710 29.7413800  352.5 17.78840 0.7516838 13.96458 5.069882
## 88  22.591840 40.5105400  338.2 18.10436 0.7401886 14.67743 4.942133
## 89  16.240430 23.2276700  452.1 17.91270 0.7409008 18.48126 4.243561
## 90  22.059300 39.3442600  430.0 17.87952 0.7018208 14.87759 3.230616
## 91   6.976744 11.3402100  397.3 17.68986 0.7018920 13.83749 3.810395
## 92  18.402780 38.3512500  342.6 17.44616 0.6598759  6.36098 3.677414
## 93  14.764490 27.4092600  267.8 20.36944 0.7367837 10.30357 2.221940
## 94   8.627859 14.9532700  360.0 18.52925 0.7365579 11.41285 3.102268
## 95  19.085710 37.1702600  388.9 19.52347 0.7129161  8.65274 3.085229
## 96  15.345700 23.3601800  365.6 19.61558 0.7664477 13.25706 3.001106
## 97  13.604240 -0.3115265  301.0 21.01505 0.7457351 17.57336 1.741727
## 98  16.616050 28.1437100  398.3 19.36518 0.7360621 13.79460 3.602470
## 99  16.132540 23.5294100  326.9 19.74344 0.7191871 10.65238 2.439651
## 100 23.252200 40.1069500  254.8 19.07637 0.7284150 14.35298 3.174603
## 101 21.576760 34.2939500  394.4 18.47401 0.7182637  9.64887 5.029888
## 102 26.896550 44.6009400  281.2 18.51671 0.6896933  6.87875 4.970326
## 103 23.094430 28.9340100  250.1 18.32824 0.7343010 11.47926 2.484129
## 104 25.699300 42.8571400  355.8 19.46702 0.7285489 15.34888 3.304966
## 105 14.825170 11.5304000  254.2 21.18218 0.7454107  8.50351 5.044946
## 106 17.409670 22.1458000  238.1 18.54285 0.7313395 12.76396 1.882493
## 107 19.861830 24.3564400  438.8 19.67620 0.7388382 10.72545 2.854996
## 108 26.058870 23.4636900  264.3 18.90387 0.7322563  8.19795 4.162812
## 109 15.718420 10.8225100  334.5 18.91184 0.6914326 10.37369 2.038505
## 110  6.097561 28.4403700  256.2 22.11083 0.7640403 24.56164 3.248615
## 111 20.042190 11.1111100  383.2 19.66172 0.7667233  8.44081 5.193649
## 112 22.268910 40.2684600  353.8 18.24582 0.7025831  6.41997 4.658622
## 113  9.286676 20.1101900  367.9 18.39293 0.7143510  8.04015 3.079938
## 114 13.959610 25.4335300  357.7 19.39616 0.7483200 13.59614 2.848423
## 115 22.265930 35.4085600  364.0 18.83444 0.6683127  3.83860 3.403041
## 116 18.613140 20.8413000  319.5 19.33384 0.6994246  9.24324 2.729754
## 117 29.222010 41.3407800  197.2 20.22696 0.7931495  6.80762 2.501975
## 118 22.064320 37.3134300  323.6 18.29668 0.7138810  9.40675 3.785910
## 119 28.137180 31.5136500  451.6 19.42427 0.7562558 11.87565 4.173315
## 120 14.159290 42.4528300  319.0 18.21825 0.6641419 11.67641 4.725211
## 121 38.828970 47.1698100  288.8 19.19535 0.7098056  6.43672 2.208764
## 122 26.582280 59.4202900  321.7 18.75982 0.7318833 12.09887 2.462549
## 123  9.027778 17.9331300  282.8 21.33761 0.7313533 19.80552 3.060444
## 124 20.094690 27.4980600  351.1 19.91822 0.7736279 11.72109 4.076237
## 125 14.257500 22.8402400  349.0 19.50052 0.7596366 11.06086 3.334105
## 126 16.764130 20.3036100  427.2 19.00032 0.7541996 15.03406 3.260099
## 127 18.335780 27.5258200  332.2 18.39240 0.7308236 13.67540 3.699880
## 128 17.005110 23.9379600  329.9 19.42309 0.7640757  8.30695 3.428735
## 129 22.974990 30.6919600  335.5 19.99272 0.7737498  7.98308 3.688246
## 130 20.410290 28.1690100  328.3 19.58654 0.7591964 13.30634 3.157479
## 131 22.701220 35.5447900  294.5 18.88671 0.7428172 12.05954 3.095036
## 132 16.719580 24.6554400  335.4 19.10758 0.7647520 11.18496 3.254393
## 133 17.040010 25.3030300  378.2 19.79335 0.7668273 11.25496 3.524933
## 134 18.920810 26.5651400  361.0 19.30354 0.7522058 10.90608 2.843971
## 135 17.315700 23.2249200  335.2 18.89159 0.7454517 13.63464 3.816794
## 136 17.165880 22.4796900  295.7 18.36415 0.7333050 15.76341 4.726381
## 137 17.856500 29.0868100  362.9 19.37882 0.7526893  9.02711 3.662133
## 138 21.934280 29.3059100  303.4 18.75024 0.7518080 11.89946 3.297718
## 139 15.601460 23.6514500  344.0 19.28295 0.7511153 10.87393 3.211472
## 140 22.915210 33.3333300  392.6 18.83912 0.7500024 13.72016 4.507833
## 141 18.459450 25.2856400  329.2 19.22578 0.7660231  9.49923 1.964754
## 142 22.062800 38.8094100  382.7 18.53129 0.7274757 14.86470 3.996772
## 143 14.262560 26.3347300  306.3 19.85705 0.7692254  9.34858 2.869316
## 144 22.080800 30.2277400  318.7 19.41155 0.7613283  8.86474 3.098232
## 145 20.485000 31.8262400  345.5 18.76423 0.7361573 12.01940 5.488517
## 146 18.663590 28.5538700  365.0 19.60481 0.7601992 10.26441 2.673343
## 147 16.724360 24.8680400  404.1 19.76466 0.7749512  8.28470 2.509725
## 148 17.508950 23.9648700  414.9 19.05282 0.7506305 12.86739 4.165047
## 149 21.182760 31.2879300  347.6 19.39728 0.7668975 12.27617 2.727376
## 150 17.363340 22.0949300  339.4 18.97382 0.7576244 11.78820 4.113854
##        X92326    X92327   X92441   X92488    X92718    X92724    X92725
## 1   11.563521  5.458915 79.54972 322.2365 1541.9865 1865.1044  990.8466
## 2   16.729088  6.392784 67.92926 344.5005 1726.5198 1844.1540 1104.5737
## 3   12.841630  5.102213 75.11929 274.1084 1589.5296 1537.2435  889.0310
## 4   11.919738  4.999267 79.39772 252.2346 1451.5462 1520.7671  768.6420
## 5    8.784055  5.899045 73.56341 256.5460 1269.8824 1571.5221  724.7926
## 6   12.766517  6.136465 69.63752 283.5221 1401.7497 1654.1991 1041.6560
## 7    8.385179  5.201503 79.71152 236.8331 1471.7973 1368.6995  953.2803
## 8   19.542021  9.581325 57.39771 336.5760 1566.0419 1478.9593 1089.1168
## 9   14.133535  6.849899 75.13126 414.3028 1706.5876 1685.2722 1203.8442
## 10  12.691728 13.016251 67.20523 343.0756 1779.1623 1889.4769 1102.5902
## 11   6.762976  7.838019 77.58394 198.2427 1464.4456 1418.4808  762.5682
## 12   9.251611  5.075608 77.05553 306.4637 1606.9647 1640.6912  791.4427
## 13  15.278917  4.183571 77.78928 234.7347 1587.2360 1499.3511  790.6270
## 14   7.320937  4.856478 84.14137 212.8481 1390.9040 1312.8542  700.3223
## 15   8.416692  5.065903 76.02032 256.4294 1427.6606 1556.6660  893.6102
## 16  13.148335  5.931092 61.34458 300.0102 1710.0935 1491.3440  959.2379
## 17   6.683777  3.585551 84.42308 165.9857 1054.4303 1199.6756  618.8113
## 18  21.661753  6.576308 74.05916 330.8155 1606.8741 1669.0168  982.6517
## 19  11.762937  5.732116 69.54933 217.3184 1420.6623 1367.9758  678.0504
## 20  13.797961  5.920302 70.91732 246.5040 1320.0301 1586.8107  950.6281
## 21  12.038677  6.869418 67.37986 317.2970 1550.6941 1741.3314 1192.0217
## 22  10.529034  3.275019 74.22848 203.0049 1187.9005 1344.8434  598.7699
## 23   8.616010  4.017060 77.48288 265.3315 1248.0418 1471.5680  833.8010
## 24   8.706312  3.934540 85.24240 201.9489 1171.3036 1322.2195  740.8538
## 25   7.073717  2.682292 82.21793 196.6419 1171.6089 1317.8781  664.6981
## 26  13.731281  5.496296 78.59126 256.5043 1324.5450 1443.4401  858.4744
## 27  18.882987  7.748100 65.30959 249.8262 1399.4236 1407.4110  826.7171
## 28  14.344065  5.601003 65.79019 248.8242 1278.4098 1436.9405  584.6212
## 29  14.073964  4.400192 94.27513 190.0620 1184.9718 1432.7761  635.4141
## 30  16.953986  3.912131 82.68853 217.3377 1332.4147 1437.7122  828.6170
## 31  20.807571  8.839817 67.57490 274.2836 1376.6045 1453.1372  825.9900
## 32   9.637335  6.627260 62.36494 250.1875 1355.8538 1487.1295  766.8396
## 33  11.611354  7.327670 80.43422 230.2260 1331.3716 1331.8931  909.4818
## 34   9.179449  5.053744 79.45498 236.8657 1520.2655 1568.7088  931.0112
## 35   9.453384  5.137842 78.32543 238.7369 1307.1379 1584.5629  959.8719
## 36  16.783296  4.118072 78.10297 184.1652 1137.3661 1235.0747  601.9369
## 37  11.887026  3.994465 82.73823 188.0299 1146.7522 1303.0906  726.8520
## 38  21.503499  5.155306 77.80244 262.3305 1316.1803 1423.6993  896.1655
## 39  11.230998  4.540650 58.48895 272.3981 1432.8597 1481.7902  830.2579
## 40   8.224614  3.693294 89.23852 182.9457 1084.3913 1180.4425  670.8507
## 41  13.679073  3.207084 84.44191 162.1878 1245.5675 1288.4936  670.3614
## 42   8.641454  3.982835 78.66602 234.4421 1308.6130 1537.3401  941.3176
## 43  19.084752  5.541765 82.59264 261.3994 1284.3359 1499.1715  664.9510
## 44  19.030440  4.320606 72.00954 276.6540 1508.0193 1561.7501  866.1219
## 45  13.765974  5.214562 73.86221 296.7341 1408.8343 1534.2487  971.7862
## 46  11.276495 14.501545 57.14084 235.8156 1668.9643 1317.2037  633.0594
## 47  11.634187  5.419571 74.17214 261.1457 1444.0100 1550.9518  924.4592
## 48   7.791663  3.641632 79.36897 204.6797 1229.4304 1274.5166  772.8469
## 49  12.348679  3.403650 79.25394 228.2342 1301.8605 1375.4578  763.9066
## 50  12.014996  5.424977 81.17696 202.9541 1331.0107 1305.0327  766.3876
## 51   9.019229  4.302943 64.62543 228.0507 1501.3983 1345.7817  760.2288
## 52  13.020177  3.136337 77.93571 185.5053 1276.8140 1346.4329  686.7760
## 53   9.324055  6.953304 68.67020 224.9472 1205.5736 1259.2991  693.4598
## 54   8.407766  4.616876 82.31977 181.5123 1102.9843 1267.3073  742.6855
## 55  13.661303  5.224444 77.38799 240.7332 1298.2472 1382.2586  707.9324
## 56  17.973467  4.589203 62.15562 291.9122 1430.3830 1389.7900 1015.3648
## 57  15.144253 11.500766 64.80906 266.1321 1487.3387 1529.3379  810.7525
## 58  18.704431  7.715704 56.95429 402.0496 1866.6934 1770.6678 1159.4171
## 59  10.011688  9.628057 65.23663 315.5791 1609.8082 1621.6500  908.2871
## 60  11.667571 10.381695 52.89502 314.4584 1611.9292 1493.8724  856.0990
## 61  25.060395  5.567958 55.44354 325.0352 1460.5692 1577.4367 1053.4916
## 62  11.630565  6.471622 72.79885 236.0144 1314.8974 1383.7589  721.1013
## 63  12.673979  9.812700 65.85648 323.5801 1615.4271 1611.7573 1027.0165
## 64  10.910868  3.997495 80.98210 242.4350 1410.4581 1454.6227  738.7743
## 65  21.901803  5.507612 62.42767 267.7245 1630.3722 1480.4883  959.9212
## 66  14.309333  7.626341 57.66938 315.6409 1473.1497 1877.7713 1064.1845
## 67  17.888800  7.256132 65.37079 340.0042 1443.9225 1714.6840  936.9189
## 68  15.153643  5.731688 61.75971 289.3250 1373.4408 1523.3602 1073.3425
## 69  12.284535  6.279853 70.38882 256.2883 1256.0239 1588.0220  735.2288
## 70  14.235822  5.462955 77.14286 261.2212 1319.6051 1514.8487  887.8771
## 71   9.542619  7.865760 65.80835 246.8393 1473.1673 1478.6689  977.2366
## 72  12.816568  4.613658 74.18617 272.7606 1417.0252 1684.6054  969.9975
## 73  11.796537  5.186711 68.46960 256.5961 1452.2793 1562.3252  992.2524
## 74  15.016647  3.631475 84.78464 236.9100 1447.1559 1474.8552  641.7850
## 75  16.939046  5.397190 80.67817 290.6608 1414.8356 1625.7210  916.6855
## 76  16.479776  4.763687 80.01647 293.9786 1445.6233 1706.4095  860.9745
## 77  11.769268  5.720908 78.26648 286.3555 1358.4268 1748.3375 1068.4917
## 78  13.540291  6.034604 71.63022 298.0609 1436.7408 1775.0845 1000.7845
## 79  18.153512  6.002404 73.85394 286.4931 1428.3284 1447.5343  836.2392
## 80  16.615657  5.972534 69.31911 289.2474 1411.8461 1511.9880  788.8969
## 81  12.520923  4.324509 77.35724 261.7288 1330.8602 1465.4853  829.3353
## 82  20.597703  6.688107 74.55029 322.7694 1543.0029 1601.6643  990.7127
## 83   7.001913  5.015961 83.70043 202.9864 1281.3037 1401.4406  684.1077
## 84  11.661273  5.083065 76.58523 293.8488 1571.1044 1569.9338  893.8379
## 85  21.256000  4.656734 71.55745 308.5005 1582.7072 1496.8955  759.4392
## 86  10.703454  4.818028 60.18060 275.0981 1638.6641 1451.4012  917.8495
## 87  11.315395  4.666667 70.66276 237.6752 1572.8068 1573.1316  830.0972
## 88   9.749805  5.000332 67.48760 235.7077 1543.6657 1455.7876  805.8529
## 89  12.838933  5.575890 68.87110 281.1404 1601.1393 1483.3691  768.7597
## 90  10.183275  4.865931 71.19847 263.8679 1403.0997 1487.5427  965.5980
## 91  14.788466  5.434478 76.84231 296.1583 1537.2613 1597.6859  807.5282
## 92  15.254023  3.887944 71.37272 267.6547 1367.6985 1689.4533  982.3723
## 93   9.752959  4.839313 75.89927 167.0347 1307.6658 1070.8322  592.1809
## 94  16.788280  4.166970 85.64368 207.1605 1321.0161 1567.8101  701.6654
## 95   7.468153  4.061685 65.40311 214.0684 1490.4606 1154.5128  651.3833
## 96   5.686679  4.495281 82.59633 174.9706 1243.9313 1299.1462  689.5874
## 97  15.649514  7.211204 70.04472 201.2838  981.2478 1109.7302  587.0502
## 98  14.611684  4.260536 71.53117 202.1806 1229.1914 1197.6103  732.2258
## 99  13.716915  4.383730 69.32282 222.6476 1322.6966 1082.4699  675.9450
## 100  9.415612  4.800808 69.53074 203.0308 1531.6412 1306.5120  707.4728
## 101 12.786035  5.664401 77.77915 256.2737 1289.1361 1384.1566  690.9938
## 102 14.456280  7.009759 77.12000 311.0326 1332.3982 1372.6308  707.0254
## 103 12.318100  4.976591 75.77873 265.7506 1314.6317 1463.0023  758.9000
## 104 11.808798  5.804469 70.97354 229.2398 1288.3100 1335.2859  654.0122
## 105  6.011351  4.338569 60.37011 165.2081 1122.6130 1077.1165  578.7074
## 106  9.840095  2.981199 79.53047 231.6553 1270.6909 1571.4374  802.1305
## 107  8.319888  4.962945 67.54286 203.4908 1274.2600 1168.9260  710.1497
## 108 14.496798  4.030398 74.29614 226.6721 1406.2227 1216.9005  763.3918
## 109 15.662962  6.285632 77.49510 275.3474 1300.9237 1362.1204  730.9372
## 110 12.145833  4.497483 73.38902 190.4389  919.8122  997.2625  495.7508
## 111 12.052208  3.378158 78.49571 187.3056 1339.5059 1196.5851  708.7275
## 112 13.326903  4.891704 78.25280 277.9162 1359.9143 1405.3208  764.4920
## 113 11.795483  5.854922 80.55819 264.9396 1283.4351 1428.0499  962.6122
## 114 13.126514  2.794258 77.46545 196.0125 1322.7116 1287.5740  654.6270
## 115 14.230843  6.036685 70.96356 227.9421 1324.9140 1317.8677  819.9694
## 116 11.839289  3.062004 79.11767 186.0541 1286.8654 1176.2236  775.0987
## 117  7.321848  2.895697 83.63852 175.9215 1120.1330 1197.8484  578.9286
## 118 24.481769  4.904783 84.13168 267.7924 1283.2812 1468.0692  697.0787
## 119  6.223908  2.832733 74.41300 176.8431 1270.1808 1270.0558  842.7275
## 120 18.708792  6.255629 68.91306 260.7144 1388.3629 1384.1336  775.3341
## 121 17.293614  3.584688 67.12535 229.0942 1210.2647 1172.6888  814.1536
## 122 12.282429  3.446951 74.16209 213.2160 1412.1933 1339.6772  703.4504
## 123 15.401102  4.902222 69.66780 185.3651 1047.8248 1014.3185  551.4975
## 124  8.735988  3.537841 82.77063 172.9244 1213.3490 1245.2716  651.1847
## 125 11.651285  6.236761 87.05398 183.7047 1263.8376 1342.9763  645.2676
## 126 12.055526  5.401639 70.94548 235.4749 1407.4834 1355.5539  733.3289
## 127 11.355790  5.868979 79.61884 222.2137 1430.2925 1444.7323  891.3148
## 128 13.453747  5.908025 82.10767 205.3528 1322.4744 1350.7307  662.8256
## 129 12.074322  4.729210 88.83135 191.5608 1228.4308 1250.0912  588.6420
## 130 10.679639  5.940081 86.86103 213.6573 1330.6227 1318.2365  684.7763
## 131  9.500811  4.496202 85.50946 200.0691 1301.8403 1397.5363  802.9658
## 132 10.432670  5.673322 79.92318 211.3669 1381.1493 1315.3373  746.2303
## 133 12.692733  4.118913 86.83377 181.1839 1167.1547 1318.0640  603.8924
## 134  6.268031  3.193830 84.55605 185.0162 1214.6014 1310.3322  783.3902
## 135  8.882342  5.053113 83.67879 216.6909 1271.6158 1451.0729  781.5725
## 136 13.275997  9.393827 65.99168 244.3543 1437.8665 1415.5796  868.2042
## 137  6.189242  4.256999 77.67335 188.9437 1301.1012 1300.0103  707.1318
## 138 13.409354  8.477883 75.99014 224.7127 1420.5575 1424.4133  699.0047
## 139  8.756559  4.476121 84.58949 209.1894 1331.0469 1326.4743  662.9192
## 140 12.966682  3.767039 75.73148 228.2036 1290.3929 1372.3802  823.8674
## 141  9.361116  4.121917 78.21465 201.4241 1427.8612 1282.3077  704.7028
## 142 13.249306  5.034161 79.90604 221.0599 1357.9862 1457.6961  820.2439
## 143 10.106954  3.713478 80.18037 175.8788 1085.3338 1238.5308  655.2670
## 144  9.279821  5.502801 80.36921 200.5417 1317.8819 1284.1396  673.9797
## 145 10.775584  6.732704 83.70456 223.3907 1363.5459 1430.7338  774.5292
## 146  9.661443  4.261523 82.96429 189.8660 1217.2166 1327.9326  632.7129
## 147  9.586485  3.395473 87.02604 167.6307 1171.2839 1257.3892  736.6825
## 148 13.400746  4.697537 78.40283 214.2314 1312.9740 1297.2103  677.9798
## 149  9.379329  4.369805 84.94972 198.0880 1278.1671 1314.2929  694.9990
## 150 10.290612  4.005668 78.22238 213.9436 1286.7630 1338.3414  776.0542
##        X92901 X92949    X93190
## 1   11.800000   79.2 5.9000000
## 2   13.300000   80.3 7.9000000
## 3   11.100000   70.5 4.8000000
## 4   13.900000   90.2 8.0000000
## 5   12.400000   77.4 7.5000000
## 6   11.000000   69.6 6.4000000
## 7   11.100000   73.5 5.3000000
## 8   11.100000   74.4 6.8000000
## 9   13.600000   79.0 4.5000000
## 10  11.800000   77.1 5.3000000
## 11   6.700000   63.8 2.5000000
## 12  13.200000   71.2 5.4000000
## 13   9.400000   63.8 5.9000000
## 14   8.900000   62.2 3.8000000
## 15  10.000000   75.8 6.0000000
## 16   7.700000   85.4 4.5000000
## 17   4.661632   56.5 0.1590121
## 18   8.600000   84.2 5.7000000
## 19   5.200000   56.7 2.3000000
## 20   9.600000   62.7 4.7000000
## 21   7.800000   83.8 3.9000000
## 22   8.100000   61.8 3.9000000
## 23   9.600000   74.3 5.2000000
## 24   9.600000   64.7 4.7000000
## 25   5.600000   61.9 3.4000000
## 26   8.500000   57.3 4.1000000
## 27   9.300000   62.8 3.7000000
## 28   9.700000   68.9 5.5000000
## 29   7.800000   65.3 4.3000000
## 30   5.900000   62.7 2.8000000
## 31   9.300000   78.3 5.1000000
## 32   8.800000   64.1 5.1000000
## 33  11.500000   74.8 7.0000000
## 34   9.300000   65.3 5.4000000
## 35   9.500000   55.9 5.0000000
## 36   7.400000   61.7 3.3000000
## 37   6.500000   58.8 4.9000000
## 38   8.800000   67.4 5.5000000
## 39   6.300000   62.9 3.3000000
## 40   5.100000   71.0 2.1000000
## 41   5.100000   65.9 3.5000000
## 42   7.500000   65.0 4.3000000
## 43  10.700000   66.5 4.9000000
## 44   8.100000   70.1 4.8000000
## 45   8.700000   66.5 5.6000000
## 46   5.300000   69.0 2.5000000
## 47   8.100000   75.7 4.9000000
## 48   9.200000   70.8 5.1000000
## 49  10.400000   64.7 6.0000000
## 50   4.600000   70.6 1.8000000
## 51   6.300000   52.5 2.8000000
## 52   5.000000   65.0 2.3000000
## 53  11.400000   60.9 7.4000000
## 54   6.700000   58.3 3.5000000
## 55   9.700000   69.4 4.8000000
## 56  10.600000   77.2 6.1000000
## 57  11.900000   86.1 7.4000000
## 58   7.700000   77.3 3.6000000
## 59  11.500000   80.1 6.5000000
## 60  10.100000   67.0 5.4000000
## 61  11.200000   83.9 6.8000000
## 62  10.100000   71.5 5.4000000
## 63   8.200000   79.2 4.2000000
## 64   9.500000   74.5 5.8000000
## 65  11.400000   71.7 4.9000000
## 66   9.900000   69.9 5.4000000
## 67  11.100000   69.9 5.8000000
## 68  11.300000   74.5 6.8000000
## 69  11.000000   67.7 6.4000000
## 70  12.600000   69.9 7.1000000
## 71   9.400000   68.6 4.5000000
## 72   9.800000   72.7 5.2000000
## 73  10.800000   82.9 4.9000000
## 74   9.300000   78.6 5.1000000
## 75  12.800000   76.8 7.4000000
## 76  11.900000   70.5 7.3000000
## 77   9.300000   74.2 5.6000000
## 78  11.200000   69.9 5.5000000
## 79   7.800000   67.1 4.3000000
## 80  10.900000   58.5 6.6000000
## 81   9.000000   65.4 4.6000000
## 82   7.200000   61.9 4.5000000
## 83  12.200000   61.6 6.5000000
## 84  10.600000   70.1 6.6000000
## 85   7.500000   73.3 5.6000000
## 86   9.100000   80.6 5.2000000
## 87   9.200000   65.5 5.1000000
## 88   9.500000   69.0 4.1000000
## 89  12.300000   73.6 6.4000000
## 90   8.900000   67.1 4.6000000
## 91  10.300000   76.0 5.0000000
## 92   3.700000   61.1 2.8000000
## 93   6.100000   73.1 4.1000000
## 94   6.000000   64.1 3.5000000
## 95   6.100000   76.7 4.4000000
## 96   7.100000   68.2 4.7000000
## 97  11.300000   86.4 7.7000000
## 98   7.900000   66.7 5.3000000
## 99   3.900000   75.7 1.6000000
## 100  7.600000   72.2 4.2000000
## 101  5.800000   64.4 3.1000000
## 102  4.900000   73.9 2.9000000
## 103  6.100000   68.5 3.2000000
## 104  7.600000   68.1 3.9000000
## 105  7.000000   61.6 4.7000000
## 106  7.000000   59.3 3.5000000
## 107  7.600000   66.7 4.1000000
## 108  4.500000   68.5 2.1000000
## 109  6.800000   88.1 3.8000000
## 110 14.800000   71.7 8.5000000
## 111  6.900000   61.9 3.0000000
## 112  5.500000   76.9 3.6000000
## 113  7.100000   73.1 4.5000000
## 114  7.000000   69.9 4.1000000
## 115  6.600000   70.6 6.1000000
## 116  7.800000   68.3 5.6000000
## 117  7.900000   69.1 5.4000000
## 118  9.000000   72.3 5.8000000
## 119  6.800000   75.9 5.0000000
## 120  9.500000   83.7 6.2000000
## 121  5.800000   69.9 4.1000000
## 122  6.300000   75.2 2.6000000
## 123 12.200000   78.2 8.1000000
## 124  7.100000   65.0 4.5000000
## 125  7.200000   61.0 3.9000000
## 126  9.500000   66.0 4.5000000
## 127  8.400000   70.6 4.6000000
## 128  5.600000   59.4 2.9000000
## 129  6.100000   57.7 2.6000000
## 130  8.700000   66.6 3.9000000
## 131  7.700000   61.1 4.2000000
## 132  8.400000   67.0 4.3000000
## 133  6.800000   63.8 3.6000000
## 134  7.600000   65.2 4.9000000
## 135  7.700000   61.7 3.8000000
## 136 10.200000   72.0 4.7000000
## 137  6.600000   70.0 3.8000000
## 138  7.800000   63.4 3.2000000
## 139  7.000000   62.6 2.3000000
## 140  8.900000   67.3 4.4000000
## 141  5.600000   65.9 2.9000000
## 142  9.300000   75.4 5.1000000
## 143  6.500000   66.9 3.1000000
## 144  5.900000   61.9 2.8000000
## 145  8.100000   66.1 4.5000000
## 146  7.000000   63.5 3.3000000
## 147  5.900000   65.2 3.3000000
## 148  7.800000   60.0 4.8000000
## 149  7.600000   65.6 4.1000000
## 150  8.400000   59.7 3.8000000
risk_factors_processed <- analyze_df(risk_factors_df, 'r')
## Warning: Setting row names on a tibble is deprecated.

## Warning: Setting row names on a tibble is deprecated.
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## NOTE: The following pairs of variables appear to have the same missingness pattern.
##  Please verify whether they are in fact logically distinct variables.
##       [,1]    [,2]   
##  [1,] "212"   "219"  
##  [2,] "212"   "273"  
##  [3,] "212"   "848"  
##  [4,] "212"   "92588"
##  [5,] "212"   "93347"
##  [6,] "219"   "273"  
##  [7,] "219"   "848"  
##  [8,] "219"   "92588"
##  [9,] "219"   "93347"
## [10,] "273"   "848"  
## [11,] "273"   "92588"
## [12,] "273"   "93347"
## [13,] "848"   "92588"
## [14,] "848"   "93347"
## [15,] "20601" "20602"
## [16,] "20601" "90323"
## [17,] "20602" "90323"
## [18,] "92588" "93347"

##         X113      X212      X219     X273      X848     X1203   X11001
## 1   405.5493 2.0150114 16.966167 4.322776  9.665652 106.80520 37.69724
## 2   415.2841 1.9273874 13.295664 3.662473  8.868799 103.34545 28.98014
## 3   338.7785 2.3519419 16.878039 4.418312 12.326427  93.28919 31.73525
## 4   308.5469 2.1308063 14.884770 3.766632 13.620183  86.14345 27.72703
## 5   295.9253 2.2129247 15.822966 3.903097 11.758834  77.68629 36.36580
## 6   380.3584 1.9922869 15.615140 4.114903 12.984712 105.32686 27.75465
## 7   265.8793 1.8139206 13.970170 3.571429 11.340801  65.55796 37.80393
## 8   389.0372 1.6725085 12.707201 3.547595 11.716252  94.23760 48.49726
## 9   449.9407 2.2126358 17.322564 4.381964 15.448434  96.53219 49.29170
## 10  474.7007 1.5951970 14.376162 3.717892  9.393352 119.61790 52.94159
## 11  247.8682 2.2775956 17.598126 4.788134  8.478325  69.75579 55.85093
## 12  327.6859 2.2852356 16.081004 3.846086  9.133836  91.34614 45.88266
## 13  294.0252 2.0941777 16.875737 4.343033 11.652299  81.87355 56.39894
## 14  220.9286 1.8946531 12.170545 3.066243  9.422959  53.85818 29.96327
## 15  287.4350 1.6755745 13.059330 3.086676  9.766759  75.66020 28.23282
## 16  305.8276 1.2008670 12.148106 2.463869  9.340931  83.21823 26.41771
## 17  181.0561 2.2706894 16.667546 3.562952  8.490785  44.18625 61.61904
## 18  387.7414 1.3669336 10.407311 2.494443  9.299766  86.28698 39.71932
## 19  225.2992 2.3336805 16.356595 3.518415  9.069072  51.05390 50.82695
## 20  306.0565 1.7979686 13.767793 3.064219 13.454868  77.79890 26.86207
## 21  382.3786 2.0772394 16.401150 3.554798 13.993337 104.38921 25.36213
## 22  197.0954 1.7588254 12.589360 2.759951  9.022317  55.66936 23.35790
## 23  289.1433 1.5310400 10.595570 2.249325 10.894734  72.84467 22.73561
## 24  215.1423 2.4185679 16.097160 3.590409 11.828395  53.10783 23.29824
## 25  199.0076 1.7947265 14.028267 2.932954  9.931334  56.98421 16.98732
## 26  309.2945 1.8426623 13.857792 3.614880 12.780298  78.07375 36.08342
## 27  271.1515 2.6059319 17.600419 4.057604 11.098077  68.98153 33.72865
## 28  255.7699 2.0633892 12.066508 3.431464  9.691880  69.02970 38.38481
## 29  224.0712 2.2990018 14.734272 3.888695 10.621665  53.33102 41.35951
## 30  274.4690 1.5178765 14.124419 2.777705 10.218144  64.03622 32.93988
## 31  282.8367 1.2812673 11.797631 2.455762  8.534377  76.71305 45.57738
## 32  277.7383 1.2444909 12.155539 2.482506  7.519455  78.34612 32.11155
## 33  294.7084 1.7799155 15.247004 3.181951 10.104089  68.40289 45.77183
## 34  340.9132 1.4963980 13.818708 2.490215  9.304475  88.34676 47.30013
## 35  326.8892 1.2535896 14.206100 2.629813 11.908180  84.17128 31.41282
## 36  231.4034 1.2945406 12.863071 2.343705 11.990029  47.07699 27.28361
## 37  215.2271 1.5274292 13.393527 2.487043  9.214912  56.10519 36.15511
## 38  280.1558 1.0768484 11.184923 1.766725  8.266087  68.68913 28.27272
## 39  298.4107 1.0707333 12.274123 2.523960  6.857424  80.27522 30.91099
## 40  192.6580 1.5709099 12.894771 2.569731  7.842718  48.62886 38.30163
## 41  166.3119 1.4350071 12.441551 2.322844  8.410405  36.85297 27.79702
## 42  268.2739 1.0777103 12.465974 2.301667  9.322597  76.73090 36.18289
## 43  287.8533 1.2962506  9.848612 2.203264 10.392424  81.72065 55.59947
## 44  324.3502 1.5259626 11.686323 2.677592  9.452305  85.94237 51.87459
## 45  334.3165 1.4561899 10.496939 2.247566 10.087564  89.67659 47.66146
## 46  251.0255 2.6054934 17.832816 3.915162  9.216016  57.94277 57.74825
## 47  343.4062 2.3443024 16.551899 4.617351 11.431420  83.68842 37.75567
## 48  220.0486 2.2155966 15.690072 3.490385 10.780491  54.97966 47.53032
## 49  266.6400 2.0604275 15.074576 3.518277  9.949796  67.31465 41.40306
## 50  225.8506 2.5634175 16.549236 3.737942 10.816980  51.37320 53.01238
## 51  246.5986 2.6739314 15.684372 4.045420  8.748623  59.08998 49.30425
## 52  212.2899 2.1226425 15.351597 3.374198  9.211875  56.72911 46.52202
## 53  223.9630 1.5265287 13.972933 2.927725 10.993722  57.13669 41.86067
## 54  214.7313 1.5977760 14.192699 2.972785  9.709759  55.35965 49.86792
## 55  276.8395 2.6048795 17.547415 4.653723 11.238532  70.69104 53.23774
## 56  318.3695 1.8340671 13.902358 3.160612 10.037717  77.90627 29.50830
## 57  318.2034 1.8729897 14.356809 3.316957  7.662249  74.76457 20.68933
## 58  482.3299 1.2668890 10.211699 2.350655 10.874226 120.84448 29.00323
## 59  365.5040 1.7601196 13.527506 3.187676 11.172448  93.32313 27.83170
## 60  374.6557 1.9379313 14.314373 3.617815 15.569766  96.18573 27.88691
## 61  404.4018 1.7001501 12.578022 3.208881  9.303711  95.29654 26.06255
## 62  252.3175 2.0480684 14.839355 3.741429 12.140551  73.78066 20.58742
## 63  404.5373 2.0441789 15.922127 3.844290 12.779140  97.46780 24.20342
## 64  250.3422 1.9425592 14.226949 3.379821 12.636535  80.22656 22.05997
## 65  344.1206 1.9989188 16.027079 4.116518 11.713386  86.39684 22.04872
## 66  435.3524 1.8287957 15.316008 4.205730 14.511894 109.26338 37.83758
## 67  430.5783 1.7734141 13.746496 3.343673 11.387119 111.69998 47.16933
## 68  345.9200 2.0386751 17.721670 4.398864 13.436642  87.18069 31.93635
## 69  264.9978 2.2469956 17.024560 4.225526 10.719445  77.47397 39.05118
## 70  307.8367 2.2676304 16.053657 3.892805 14.465896  70.18533 40.34561
## 71  333.9156 2.0935367 15.381486 4.375443 11.338267  83.41807 47.27507
## 72  346.6327 2.0255094 15.320373 3.560312  9.732493  98.49011 52.27074
## 73  325.4009 2.1017413 15.949357 3.979925 13.367248  84.14709 43.36072
## 74  279.4649 2.0036169 12.943079 3.492342 10.237744  73.74284 39.07906
## 75  383.3869 1.7694476 11.880267 2.885084  8.436318 101.66233 36.20314
## 76  331.5385 2.4990974 15.487840 4.172039 10.422220 101.89895 29.30943
## 77  383.3795 2.2056063 15.866875 4.472939 11.826353 100.22536 29.26838
## 78  386.8458 2.1997469 16.815020 4.681865 10.941056 107.70419 30.17113
## 79  281.6660 1.4008924 12.123592 2.728248  9.162743  79.63184 40.36367
## 80  283.2403 1.4518422 12.826547 2.352277  9.251749  77.96191 33.02993
## 81  265.5828 2.0885643 18.041358 4.100631 11.747135  75.37292 31.07044
## 82  326.0977 1.6177891 15.430715 3.564443  8.625746  84.04952 38.33068
## 83  205.9347 1.8822873 14.930634 3.228646  9.020988  57.56605 25.76599
## 84  301.0078 1.7727586 15.265862 3.850690 10.514541  87.14545 33.70541
## 85  292.8320 1.7451278 14.521918 3.200174 10.024529  76.91096 31.52247
## 86  336.2025 1.6663641 13.272171 3.147767 10.474980  82.73329 34.92702
## 87  310.5998 1.8715328 13.774318 3.545298 12.841538  77.40619 37.14882
## 88  286.9251 1.7626545 13.757028 3.485280 10.950098  75.05492 35.22993
## 89  311.7484 1.6624237 12.350315 2.926997  9.348389  81.98863 42.37684
## 90  338.4667 2.1108682 15.240585 3.877985 10.842440  84.66983 40.83925
## 91  355.4315 2.2753145 16.178792 3.869517 11.404958  95.17812 30.26893
## 92  346.5798 0.9046008 11.514306 1.794297  6.288649 101.01694 26.25907
## 93  193.1253 1.2746795 11.807675 2.463172  6.879405  48.55049 27.20212
## 94  251.6256 1.4934686 13.605573 2.600723  6.518177  75.71952 18.63223
## 95  192.1328 1.1059325 12.199087 2.083359  6.124033  60.13946 31.75799
## 96  214.1716 1.4759386 13.440725 2.790017  9.125345  53.09918 28.08474
## 97  199.2195 0.8975111  9.452087 1.470029  7.805150  54.46863 41.60613
## 98  214.6522 1.2347130 12.467859 2.205684  6.594049  58.28563 23.21935
## 99  200.6349 0.9660085 12.471188 2.429699  5.511685  56.82057 30.54893
## 100 214.6775 1.1885444 13.188295 2.328812  7.856231  63.04400 27.19843
## 101 284.2411 1.0976439 12.336056 1.974608  6.489672  87.07738 23.64413
## 102 302.1267 0.8602290  9.179891 1.506375  9.819641  80.73870 40.25780
## 103 301.2725 0.9275773  8.569464 1.512626  6.454723  88.91878 43.64178
## 104 228.9424 0.8971078 10.402981 1.601049  7.014820  69.46619 33.81383
## 105 149.2446 1.3291087 13.337764 2.768581  6.144972  44.71086 21.31107
## 106 254.8238 1.5457481 13.916358 2.671820  7.698644  75.91828 28.81151
## 107 213.3429 1.1697161 12.518812 2.282756  7.728527  57.21943 26.00876
## 108 228.8982 1.0193469 11.668311 2.299550  6.062763  61.29710 32.18151
## 109 290.2178 0.9495448  8.993955 1.489376  9.162868  81.74575 42.37501
## 110 189.3113 1.1039923  9.146091 1.735270  8.477622  56.67967 50.17871
## 111 201.7191 1.0471750 10.314996 2.040280  7.558588  59.44857 22.45212
## 112 280.4692 0.9064869  9.392482 1.213889  7.841804  82.28786 44.05745
## 113 310.7163 1.1083586 11.568665 1.662996  8.206224  80.40803 26.76454
## 114 211.4869 1.0069426 10.571779 1.945443  7.285696  50.16283 22.57635
## 115 254.3134 0.7522455 10.402648 1.751313  5.375174  68.76621 29.50854
## 116 184.1001 1.0553136 11.802202 2.421907  5.501418  56.93786 22.89864
## 117 189.9722 1.1194603  9.977372 1.864913  6.625036  49.02126 27.66578
## 118 286.2391 0.9165136 10.629609 1.359868  7.760018  86.38521 34.22588
## 119 223.0527 1.3316907 12.583597 2.539208  9.073220  61.95045 18.65194
## 120 326.1233 0.7190985  7.482261 1.546694  7.273570  99.40803 41.86839
## 121 250.4771 0.9190108 10.954113 1.855811  6.769785  69.20520 24.31120
## 122 246.1367 0.8048697  8.124122 1.337906  6.756573  64.69927 33.17812
## 123 197.0177 0.9645963  8.099484 1.618806  5.707216  60.24635 79.62288
## 124 189.7233 1.5421992 12.549846 3.107391  5.790547  48.00984 41.58412
## 125 218.8082 1.4893463 12.768710 2.820329  8.919935  53.76907 52.74793
## 126 252.7555 2.4873225 16.308640 4.572216 11.911544  65.09447 57.00427
## 127 268.5713 2.2607319 16.397336 3.881690 11.497051  71.31263 39.69999
## 128 210.4565 2.4484801 15.967445 3.890126  9.771850  53.72623 48.36308
## 129 201.1536 2.6576926 17.541130 4.709591  9.762100  51.53275 58.55931
## 130 232.3688 2.3485705 17.001855 3.718885 12.581981  57.42758 66.96303
## 131 259.9589 1.7576613 15.106066 3.160005  9.202654  64.90821 51.28346
## 132 219.5487 1.9595517 14.145421 3.252142  9.355797  55.93832 45.25802
## 133 209.5147 1.9710280 15.003249 3.175932 10.890292  56.86784 53.37815
## 134 222.8091 1.5831337 13.016807 2.673693  9.227934  60.26894 36.09926
## 135 262.8256 1.8233892 14.768579 2.980967 10.355363  64.61807 50.41856
## 136 299.5141 2.0548767 14.933480 3.877962 11.770571  76.85422 54.65313
## 137 220.6549 1.8178709 14.970073 3.041613 11.480275  56.16380 33.26152
## 138 270.9885 2.2814817 16.549000 4.208358 10.847869  70.49383 59.29916
## 139 238.6179 2.2142425 15.847477 3.694173  9.435495  62.49870 45.19300
## 140 274.3465 1.6723677 14.300002 3.031414 12.311263  65.73337 42.59665
## 141 226.9870 2.4466870 16.218977 4.217254  9.801760  55.42750 69.50619
## 142 264.5867 2.0338825 14.880949 3.720882  9.681869  68.39331 40.46090
## 143 188.4091 1.7248270 12.388302 2.381561 10.326318  50.89654 49.08001
## 144 223.5572 2.3206883 16.600187 3.810732 11.665552  51.75870 34.99889
## 145 239.5806 2.0905146 15.945134 3.606684 10.448735  63.98292 29.89278
## 146 220.2915 2.0217491 15.487002 3.637888 10.480586  57.94481 36.03244
## 147 197.2783 1.6099013 13.123801 2.623811  8.914592  50.46261 50.12888
## 148 216.1075 1.9030648 15.298825 2.957300  9.556328  59.41667 62.55318
## 149 221.9743 2.0797338 15.310661 3.555086 10.237556  56.81089 55.93026
## 150 230.2817 2.1946494 16.298579 3.443025 11.986594  54.57600 38.78952
##       X20601   X20602   X30101   X90323    X90804    X91163   X91164
## 1   29.16667 40.46083 3.849518 24.05530 37.691757 18.900514 29.85888
## 2   28.77951 38.19911 4.179286 22.98658 30.013737 23.972482 22.43323
## 3   27.32673 37.69598 3.953899 22.29039 23.296926 13.715924 20.74719
## 4   22.99331 37.58127 3.958410 21.49978 17.330572 13.246954 20.60674
## 5   23.82579 33.62599 3.690285 21.24671 18.225197 17.710234 22.63947
## 6   25.56441 38.97325 4.498545 23.42733 15.794461 17.043401 18.23816
## 7   25.83436 32.85534 4.330782 19.52763 16.817605 13.915328 19.82787
## 8   23.62966 34.62247 4.042362 21.63904 41.657383 11.715159 15.75809
## 9   27.09424 37.84530 3.660369 22.58287 40.527644 21.977695 17.92047
## 10  28.63836 37.92208 4.861617 23.57143 36.185639 19.251394 24.52098
## 11  15.04342 29.68092 4.211468 15.47261 20.560578 11.108040 20.96561
## 12  25.45080 35.10581 4.500460 21.05263 35.878535 17.522059 22.87268
## 13  26.03520 36.59188 4.326997 22.80983 18.974532 13.970620 19.47390
## 14  24.07211 31.77874 4.171597 17.40781 15.336953 20.961976 23.60060
## 15  22.39615 36.78052 5.655259 22.96015 16.267284 17.090877 20.22260
## 16  21.45838 38.08354 5.718150 23.47554 14.242415 13.275987 20.82671
## 17  18.43575 28.99408 5.008420 15.68047  5.098659 10.256914 28.64902
## 18  26.71382 40.78294 5.605209 24.83202 17.104298 20.466174 20.82660
## 19  23.95437 34.60444 4.085255 18.72510 22.027587 15.720050 19.22687
## 20  22.66082 38.04665 4.053275 21.52575  8.476811 15.484644 21.16303
## 21  19.17601 37.14859 4.423347 23.59438 16.949595 15.653482 16.19957
## 22  21.92691 25.05605 4.650265 12.89238  4.286418 17.047132 19.51330
## 23  21.67206 34.48354 5.092505 20.49943 10.236744 17.415858 22.18278
## 24  20.40640 26.94129 4.301032 15.05682 11.329075 13.947278 21.96272
## 25  18.37567 30.51153 5.100578 17.03890  3.880657 12.214099 16.59384
## 26  24.39649 33.23989 4.221353 18.58230 12.133497 13.508199 16.13434
## 27  26.33122 34.25294 3.988619 20.43882 10.393930 13.815002 20.49893
## 28  20.70031 33.94137 5.088158 17.32899 20.953159 17.581502 23.01442
## 29  20.17968 27.57660 5.032190 15.94708 13.737636 14.791631 22.77259
## 30  23.14884 34.25278 5.429069 20.41993  9.755365 16.481071 19.88976
## 31  20.92624 32.79939 5.286376 20.74752 19.560344 12.873170 12.77309
## 32  21.86120 39.96188 6.201791 24.65057 21.432468 16.252228 18.04686
## 33  22.72727 32.49059 5.517450 18.61216 14.411991 10.121580 25.71999
## 34  22.66776 39.49543 6.137330 25.61983 26.371540 11.329825 22.40267
## 35  23.35456 34.02062 6.317752 20.55205 22.956976 16.725058 20.50069
## 36  21.21631 33.10345 5.624997 17.93103  2.679385 12.201831 19.12873
## 37  20.41049 28.65204 5.198972 15.54859  8.428860 16.826474 19.49428
## 38  22.30415 34.32494 5.962194 20.59497  3.985612 15.127757 22.39153
## 39  22.32219 41.04842 6.431334 26.78809 14.986292 12.493714 17.47448
## 40  17.10700 30.84746 5.766049 14.77966 11.058766 14.438399 19.05061
## 41  16.15422 26.12360 5.745307 13.93258 15.652974 22.810612 19.92478
## 42  22.76657 34.47187 5.835132 20.95293 10.425640 16.527717 20.06005
## 43  18.14753 25.84800 5.765307 14.12623 19.028382 13.764659 22.40278
## 44  24.47068 36.16715 6.325137 21.70989 31.959361 12.460511 23.86452
## 45  23.32155 37.37535 5.783558 21.89868 25.915560 17.243344 25.06953
## 46  23.33333 33.36079 4.874366 20.01647 33.244681 16.424205 17.78656
## 47  25.00000 37.05722 3.437442 22.77929 22.416917 13.377263 18.54060
## 48  21.60926 30.22409 3.839478 16.55462 14.471924 14.965717 19.06918
## 49  19.79894 31.89205 3.821804 18.31109 14.614624 14.637389 19.46582
## 50  23.06814 30.43478 3.676630 15.95497 12.156810 16.575854 22.00408
## 51  24.25339 29.90598 3.358463 16.60332 11.675795 13.915626 20.98616
## 52  20.74755 28.15801 4.739629 15.25137 15.732659 11.981696 20.29587
## 53  21.08006 34.25532 5.565549 20.69149 10.656643 17.007172 20.29547
## 54  19.29008 29.54699 5.601474 16.49763 14.107746 12.795700 27.39064
## 55  24.07950 35.72627 3.243535 20.73130 17.918509 11.116507 17.80936
## 56  22.19035 36.17021 4.341128 20.79787 21.239492 17.703594 21.01933
## 57  21.22363 34.19875 4.261231 20.50134 13.894920 13.740942 19.22426
## 58  24.79873 40.81164 4.469276 26.29403 15.379363 19.704028 23.67577
## 59  23.16911 36.26565 4.320519 23.36579 20.919972 18.646811 21.52715
## 60  24.30346 38.44307 4.186158 23.79973 16.656769 14.504735 20.75901
## 61  25.13930 36.90519 4.505145 22.70251 18.168605 18.319908 21.48565
## 62  22.16632 32.76783 4.185762 17.62488 11.364384 14.837190 19.88705
## 63  23.39181 37.00318 4.401402 21.22417 16.583623 14.673149 17.69030
## 64  20.00000 30.71010 4.231900 16.43485 12.865220 15.521802 20.06712
## 65  26.31288 36.22642 4.100924 21.10305 16.515095 14.904769 15.85026
## 66  29.61730 39.90610 4.611227 24.53052 24.027460 21.881339 22.24829
## 67  25.86974 38.82991 4.628328 22.88231 33.116193 17.652517 22.06463
## 68  28.55755 38.12332 4.330325 22.62735 28.856460 16.219652 21.24870
## 69  24.24885 36.53069 3.825458 21.46270 24.706173 14.089395 19.39892
## 70  24.96486 35.61953 3.859754 21.56365 18.864261 15.285330 21.58947
## 71  18.04161 32.06193 3.806901 18.69335 38.902646 18.022910 20.66714
## 72  24.49263 34.56938 4.254609 21.91986 27.260956 18.426849 22.99711
## 73  25.52524 36.13364 4.133530 22.77003 28.435204 15.053462 19.47930
## 74  22.70106 34.82024 3.812125 21.13848 27.562777 14.951406 24.17922
## 75  25.16854 38.89503 3.668918 24.56722 31.960135 12.395229 19.82488
## 76  24.50846 33.89749 3.729689 20.93810 21.121652 13.315633 21.06224
## 77  24.27958 38.74919 3.826825 24.17795 20.379310 11.957628 16.06525
## 78  25.48127 40.90909 3.822297 25.01659 22.765686 16.329024 16.47778
## 79  23.51495 40.29443 5.558159 25.57288 26.493231 17.465995 20.32215
## 80  23.15498 37.90303 5.501351 23.52941 18.339503 15.826936 19.19657
## 81  24.57113 39.75833 4.959084 25.87681 13.677795 20.319419 25.36914
## 82  24.23621 42.26997 5.694568 28.16441 21.284078 18.984459 19.01341
## 83  18.18552 30.07181 5.354173 16.29264 15.518692 11.679609 20.52823
## 84  23.86303 41.13577 5.524100 25.59816 20.273010 19.862979 24.56930
## 85  27.59362 42.88932 4.902575 27.63835 22.566854 20.561161 22.08594
## 86  23.00705 38.59874 4.270636 24.32934 26.679980 18.187501 18.35995
## 87  25.34302 35.39860 3.970671 20.77654 21.182816 16.467947 23.68775
## 88  21.24724 34.72089 4.092609 20.44888 28.561657 14.850107 21.12695
## 89  22.52645 34.09260 4.542375 19.93068 26.975264 17.486333 18.81333
## 90  23.87844 35.53765 4.130296 20.50570 23.245002 14.641840 19.27982
## 91  22.51388 36.78571 3.609810 22.90816 20.750802 21.131243 16.96639
## 92  25.64841 44.49635 6.763412 29.66423 13.607455 17.941184 19.99379
## 93  20.00477 33.14692 6.332353 18.20031 11.044029  8.510367 17.95464
## 94  23.36864 36.59517 6.241200 21.78284 11.936498 14.880826 18.80231
## 95  28.54478 43.30144 6.499347 27.72461 12.102201 15.472647 17.59381
## 96  19.74939 28.18476 5.848963 14.97499 10.662118 13.393097 18.21264
## 97  21.19253 36.07764 6.709916 21.68675 12.336446 11.648977 17.45306
## 98  21.89701 37.91196 6.157356 23.64600  9.861622 14.744602 22.06447
## 99  21.78649 37.68539 6.459180 23.80258  9.923141 13.538811 22.47691
## 100 24.91220 41.12127 6.465453 25.45717  9.723284 11.866884 16.65815
## 101 25.70567 40.35194 6.482227 25.12136  6.540115 17.211065 21.29914
## 102 24.64953 40.15779 6.878071 25.40434 10.988947 16.790057 24.86465
## 103 22.30047 37.54072 6.737113 21.49837 12.477774 12.894322 21.11556
## 104 22.13571 37.82785 6.672205 24.78759 14.084938 10.710056 20.66358
## 105 18.73958 34.36107 6.097073 19.98514 10.367462 10.342642 22.57050
## 106 24.38563 37.26115 6.135870 22.75301 12.100515 20.255671 24.15075
## 107 20.73045 37.55359 6.121550 22.03487 14.954698  7.454028 16.72043
## 108 21.23995 37.42086 6.386169 22.49250  9.863650  7.900846 18.55073
## 109 21.35330 38.43788 6.903478 23.43173  9.939370 16.724683 22.75605
## 110 20.55800 36.70886 6.909325 21.09705  2.584046  9.638695 19.58642
## 111 13.92061 26.37168 6.121539 15.51622  6.768648 15.783571 17.68359
## 112 23.83600 39.52991 6.744216 24.64387  9.407946 14.186274 19.87599
## 113 17.55814 37.87781 6.535559 24.01929 10.260176 17.583879 24.15720
## 114 18.52008 35.91034 6.420887 21.72919 10.970669 13.436265 19.37058
## 115 22.77802 43.24748 7.029011 27.36842 12.554439 14.262883 17.28825
## 116 21.45046 40.19139 6.689138 24.98671  8.318816 12.320876 27.05220
## 117 15.97415 21.71336 6.185945 11.36853  3.275225 15.353147 18.48874
## 118 25.43831 39.81224 6.737521 24.47844  9.767420 17.521754 18.70515
## 119 17.93188 33.19003 6.050673 19.00258 13.473137 14.422388 18.28349
## 120 20.78686 42.07705 6.832730 26.96817  6.033414 11.838317 14.68781
## 121 22.40773 40.44796 6.895010 24.83531 13.336297 16.340119 21.32266
## 122 18.82012 32.28719 6.533523 18.78762  5.248028  7.949539 25.82622
## 123 18.87661 39.96569 6.927961 24.44254 13.423494 12.756287 19.01180
## 124 18.55970 28.51604 5.671393 15.19210  9.504334 12.731500 20.39643
## 125 17.47973 28.43540 5.357085 15.13709 14.241673 12.214148 19.43564
## 126 26.02121 35.25409 3.108667 20.22114 25.204994 13.315151 20.69424
## 127 23.87713 33.00823 4.498879 18.72071 16.276443 16.945492 20.10203
## 128 21.25054 27.66355 3.796817 14.47879 14.941806 13.616076 19.98757
## 129 20.86541 29.49062 4.512746 16.08579 20.282370 12.792986 19.33780
## 130 23.32577 29.58105 5.246240 15.91621 23.850376 16.378460 22.83863
## 131 21.11405 32.17110 5.557653 17.92612 18.757540 13.244024 21.52875
## 132 23.75076 32.10891 4.744203 17.75415 17.352645 13.282458 20.39043
## 133 22.43035 30.63350 5.304101 17.20422 17.269849 13.024620 19.45401
## 134 19.28670 28.64129 5.762683 15.24982 15.349965 13.414983 20.75838
## 135 20.67616 33.23867 5.607310 18.82949 19.720821 14.948674 23.51511
## 136 22.66837 32.98783 3.796049 18.75147 34.055440 14.437524 20.30588
## 137 24.26872 32.71896 5.256426 18.38834  9.903087 14.254294 18.94778
## 138 24.55909 34.45537 4.742760 20.58705 17.856393 13.088795 18.18592
## 139 23.10172 32.54643 4.958658 18.22648 13.097025 13.960815 21.15233
## 140 22.00757 31.05686 5.282585 16.96539 17.332817 16.492781 21.64705
## 141 22.28818 31.61326 3.813145 17.11997 16.842978 14.961742 20.65785
## 142 22.47381 33.16838 5.014652 19.00554 17.345579 15.280985 22.84304
## 143 19.75412 29.65855 5.418846 16.15373 12.576474 12.600101 19.92272
## 144 22.06470 31.30002 4.322359 18.29981 11.719046 15.598807 19.39518
## 145 25.12083 34.50460 4.541868 19.87570 15.851363 16.284081 22.44714
## 146 20.48768 31.50685 5.310590 17.31507 13.808374 12.597381 20.32904
## 147 16.51426 26.36615 5.680989 13.88224 11.843498 13.809765 21.37941
## 148 22.31760 31.67310 5.012355 17.29218 23.135142 14.471424 21.04137
## 149 19.50885 28.33660 5.367132 15.10059 17.401973 13.388810 22.03979
## 150 22.40960 32.79986 4.474052 18.55102 15.215379 14.608718 19.82826
##        X91414  X92443 X92527    X92588      X92904    X92937   X93014
## 1   1241.7445 20.1480   2.15 14.306897  42.5434434 143.64402 60.87246
## 2   1148.2176 19.7988   2.28 12.270773  40.7199283 121.47873 59.26146
## 3    881.3456 14.5444   2.32 11.778302  39.9558136 104.41196 64.67789
## 4   1082.6974 15.2141   2.16 13.506370 111.4407482  93.75692 62.48286
## 5    893.6714 15.2507   2.10 14.678228  43.4115706 117.68390 63.77485
## 6   1137.0412 15.7646   2.03 14.154314  43.8404209  68.06274 65.22919
## 7    892.9428 14.5275   2.26  9.919378  29.0642756  76.05557 69.69777
## 8    894.7592 20.7710   2.46 11.092254  28.8801305 128.11514 60.09320
## 9   1389.9823 23.2909   2.02 13.187552  41.1757978 192.88119 60.41197
## 10  1213.4462 24.3522   2.32 11.307810  53.0265479 137.36370 61.85369
## 11   809.1251 13.0507   2.36 11.731986  25.9137177  80.09136 68.88618
## 12   815.6663 22.2249   2.43 12.047324  34.5171435 118.26988 64.70272
## 13   841.3716 22.7503   2.18 11.427887  33.1424573  87.44616 59.91176
## 14   928.1588 10.4668   2.43  8.206498  26.7022697  98.80698 72.02557
## 15  1033.7617 20.4995   2.36  9.836153  19.0379707 104.17368 62.55776
## 16   982.3316 21.8580   2.53  8.039886  11.0054241 127.05351 60.33353
## 17   472.1819  9.9339   2.42 10.273950   3.9435805  63.12135 68.14868
## 18  1134.1046 21.7525   2.37  8.338410  12.3263342 115.82471 65.28066
## 19   646.2821 13.4378   2.48 10.203360  36.0172162  55.03313 71.05082
## 20   795.3525 17.0531   2.22 10.704547  26.6568925  74.95279 55.41581
## 21  1218.1280 20.6177   2.05 14.690883  26.5401969 119.90742 54.13074
## 22   696.3643 15.3360   2.58  7.983094  36.8473415  70.32156 72.35273
## 23  1006.0442 11.2996   2.63  7.985496  30.1133101 111.64498 74.26738
## 24   827.5369 11.7369   2.47  9.012783  30.1709183  66.29707 73.31302
## 25   806.9629 12.0283   2.39  9.279286  23.7551187  51.92299 70.18167
## 26   802.7834 20.9915   2.25 10.613955  28.7123151  74.55667 67.56209
## 27   987.4331 15.1911   2.47  9.394265  35.9749203 120.31523 67.07286
## 28  1048.7726 14.0070   2.47  7.384592  47.6793017 109.20111 67.41162
## 29   779.6137 15.4227   2.41  8.662894  45.4289794  97.26266 73.45853
## 30   902.8320 19.2749   2.35 11.322308  26.3730467  61.63143 67.94950
## 31   823.6978 20.4866   2.56 10.047630  23.8710961  82.43157 61.07734
## 32   920.6554 19.1292   2.56 10.090427  11.7675439  88.64156 59.85220
## 33   720.4605 19.6875   2.38  8.462383  20.2409946 119.70933 63.44960
## 34   750.8588 22.1753   2.28  9.847819   0.5115955  84.52257 59.54045
## 35   673.6153 20.1117   2.17 10.644604  20.4704100  86.49162 65.81901
## 36   623.2595 16.2049   2.43  8.313087  24.8862344  36.43296 72.22488
## 37   584.1950 16.2496   2.43  7.649235  27.2935696  50.72817 73.62507
## 38   695.1934 17.3567   2.60  6.844420  24.8121367 109.43572 68.72477
## 39   857.3168 20.8926   2.62  8.650343  16.1072096  77.46844 54.72232
## 40   608.3926 13.4673   2.75  6.032803  27.8727516  68.52103 70.74188
## 41   504.7774 10.3970   2.63  6.710150  18.6896833  33.31301 71.23622
## 42   875.2671 16.5148   2.50  8.810824  18.4668617  67.88945 64.12166
## 43   698.9762 20.4772   2.74  5.528315  39.4894398 122.03105 78.01849
## 44   746.0255 16.1084   2.41  9.251627  32.4987074 115.74240 66.61367
## 45   951.4884 19.1075   2.24  8.730127  29.8910925 106.40466 65.22956
## 46   633.9519 13.6357   2.13 10.161613  58.6959296  95.61123 68.08926
## 47   869.4230 13.2263   2.19 14.048523  42.1022632  96.76055 66.73249
## 48   784.0944 17.0186   2.44  8.855648  37.0118524  87.39133 69.17481
## 49   794.5059 14.1057   2.32 11.241520  24.3460647  74.04955 68.43492
## 50   785.6137 14.4825   2.23 10.759424  17.6104782  75.13196 68.24575
## 51   902.9109 17.5842   2.56 11.236290  32.3064357  74.08290 68.98964
## 52   672.5986 14.8539   2.46  9.001175  25.5552024  60.85155 69.25613
## 53   733.5545 17.2609   2.44 10.187219  23.4015880  81.13516 64.30116
## 54   638.5300 16.9796   2.14 10.304756  10.7978534  63.55082 70.84849
## 55  1078.5959 13.3888   2.29 13.195969  48.1969943  85.44655 67.24301
## 56   901.9423 17.0694   2.41 12.103735  39.7313771 112.68048 60.28444
## 57   771.9471 18.8646   2.40 10.965128  21.1177314 118.41642 63.58395
## 58  1026.1085 22.3619   2.53  7.762831  35.9847555 144.55562 65.05769
## 59   882.0542 18.8533   2.35 12.604224  34.3646421  95.29430 61.38681
## 60   901.8712 20.1496   2.40 12.040381  45.2704912 103.30481 60.76680
## 61  1047.0788 23.5784   2.35 12.104079  44.1216804 106.59395 65.56150
## 62   942.6226 16.9807   2.38  8.434003  48.8951771 117.52193 72.21269
## 63   985.0703 18.6905   2.24 10.508977  40.0592877 109.61585 63.58383
## 64   778.8393 14.8267   2.57  9.117076  47.5014250 114.42927 67.70502
## 65   954.2988 14.9412   2.17 12.243705  37.0694244 107.48501 63.35061
## 66  1238.5666 19.1989   2.06 12.950051  35.6909167  50.54403 61.20977
## 67  1195.5214 16.6572   2.33 11.903972  28.2895435 116.04974 62.65006
## 68  1128.9622 17.8985   2.13 11.682461  67.7941911  97.07204 57.77604
## 69  1001.4347 12.5152   2.31 10.751006  35.3313840  91.76291 61.44105
## 70  1159.8775 18.7497   2.28 11.366672  44.2209896  87.25079 67.48629
## 71   978.4317 18.9900   2.18 15.255054  27.5449573  97.54334 60.90470
## 72   966.0212 19.4614   2.01 14.003225  26.8779740  95.66547 67.43935
## 73   827.1757 18.5998   2.12 13.899086  20.8398458  98.43504 57.97443
## 74   863.9334 19.7715   2.35  9.386100  18.4047027 117.07338 63.76883
## 75  1062.3734 17.6087   2.40 10.037987  36.2602123 115.23798 66.46987
## 76  1279.3569 16.5317   2.36 12.590769  57.1056931 103.57890 60.90048
## 77  1317.4639 19.4122   2.24 13.945912  88.8198068 102.86406 61.22371
## 78  1247.5731 25.0772   2.17 13.300986  76.0203354  95.70622 61.46396
## 79   899.7050 16.9990   2.49  9.934405   9.0484431  96.06305 62.36874
## 80   956.7336 19.3940   2.36  9.343580  27.1568478  83.57338 59.30660
## 81   904.9464 16.7283   2.25 15.279860  32.5287257  81.69754 59.91370
## 82   877.5667 18.8714   2.30 12.557220  21.9018957 114.29690 54.19466
## 83   794.8576 11.8558   2.31  8.511559  32.1381662  54.31416 64.00633
## 84   927.1667 15.4144   2.21 14.005830   9.8343889  93.73644 58.96862
## 85  1068.6075 15.7639   2.36 11.628785  19.8054663  95.65709 55.91670
## 86   940.5077 22.5271   2.45 12.410633  30.3519897 110.38426 63.67958
## 87   828.0092 17.2826   2.24 11.288896  37.0317619 105.12306 63.66417
## 88   830.1572 20.2129   2.40 10.885351  14.5491099 109.73969 60.97789
## 89   878.8422 17.0429   2.31 10.129670  30.4403172 126.04401 66.43456
## 90  1047.2117 17.1695   2.09 12.804512  25.8727431 119.50063 60.01783
## 91  1308.4846 18.8694   2.30 12.809561  57.3770492  99.24940 63.24712
## 92   724.4752 22.5094   2.53 13.324766   9.4523915  97.83453 53.33610
## 93   626.5955 22.0857   2.69  6.637967  15.0834979  74.15014 59.83450
## 94   759.0784 13.2212   2.30 10.600336  16.0891800  81.71263 61.46267
## 95   703.3946 22.5137   2.81  8.195036   9.3519920  94.77432 58.01612
## 96   566.1621 14.0879   2.58  7.614204  12.4600611  79.37051 73.71638
## 97   750.0910 21.5329   2.51  5.151938   9.5870711 140.51762 73.99151
## 98   663.7988 13.7990   2.44  8.412868  18.0946349 112.75396 64.21476
## 99   888.1164 16.8282   2.83  8.459177  15.8820914  83.59689 53.40514
## 100  664.8063 18.0641   2.76  9.170406  10.8129818  81.95358 60.12918
## 101  759.1160 20.1059   2.50 10.296568  10.6755694  85.97652 65.78860
## 102  743.8406 26.2248   2.73  9.564483  16.5866705 110.20331 73.97863
## 103  796.5149 14.1146   2.82  5.223416  18.8451681 109.88703 71.35652
## 104  752.3099 19.9714   2.86  8.910424  23.7894418  95.31249 67.52360
## 105  707.9917 12.9755   2.87  7.300190  12.4047093  81.70366 54.52840
## 106  637.8592 14.6406   2.29  9.681895  11.8049817  95.94510 58.95417
## 107  735.9929 12.1749   2.42  7.415867  15.3464229  87.46455 60.78201
## 108  811.2484 14.9321   2.65  9.263532  21.6398916  69.28546 56.79196
## 109  978.8658 24.8021   2.64  6.622462  20.8697886 133.46605 68.23035
## 110  602.8411 16.0466   3.26  5.167206  15.9515074  64.02459 68.22070
## 111  566.7196 17.3494   2.75  5.478721  13.9135274  80.01977 65.10002
## 112  754.8583 18.9545   2.64  6.484563  10.4309005  98.36086 71.13794
## 113  748.8287 15.1649   2.61  8.316951  15.3325731 118.17780 64.90165
## 114  697.7062 15.1046   2.56  5.263728  15.3333612  82.05783 68.31257
## 115  849.2762 25.1080   2.83 10.477909   6.1263717 112.23414 62.50377
## 116  570.1905 16.5872   2.72  8.383515   6.8095538  78.14233 59.82379
## 117  631.2980 12.5675   2.58  4.198167  26.4278373  63.53798 72.75612
## 118  740.2124 15.1467   2.63  8.446542   9.2391081 112.05204 69.02250
## 119  740.2091 13.7163   2.49  7.643821  17.9774038  90.34290 59.51468
## 120  611.7486 25.7416   2.71  6.985886  19.5895979 124.64130 66.33487
## 121  632.7065 22.1328   2.63  7.655118   9.8440699 110.81263 66.39798
## 122  741.5925 17.4422   2.71  5.244032  10.5387404  98.03136 71.74831
## 123  641.0969 15.3275   2.98  5.148362  19.2604006 198.89238 66.68422
## 124  661.0172 10.9241   2.65  6.411759  20.3186825  53.26466 69.58768
## 125  751.7953 16.1839   2.36  8.093201  38.8034943  59.39189 71.11678
## 126  820.5590 16.2615   2.23 10.618822  46.8213869  95.20481 69.53266
## 127  874.7221 17.0508   2.17 11.676958  31.1122855  83.48252 67.98175
## 128  738.4895 13.8992   2.40  9.356106  32.4296569  62.85101 73.93428
## 129  655.0065 13.6648   2.46  8.834506  29.4677286  65.26900 68.84414
## 130  722.2509 12.9110   2.42  8.285262  27.4825944  74.47672 66.82926
## 131  727.5707 15.7058   2.31  9.031112  17.8349250  69.48552 65.95294
## 132  722.7119 15.1309   2.43  9.490714  26.9604666  66.57594 69.16897
## 133  613.7965 15.9706   2.27  9.358718  22.9631143  62.47511 69.94401
## 134  710.3076 14.6417   2.43  8.470898  18.8023627  70.83686 68.46478
## 135  672.8640 17.5708   2.29  9.340940  23.9894680  75.74383 67.84129
## 136  798.2742 17.2046   2.38 10.250749  34.1777876 108.20985 65.25293
## 137  675.3356 12.1336   2.36  8.956840  14.6730281  65.57819 66.24096
## 138  744.0976 17.9568   2.32 11.945629  18.7302704  82.97836 63.10523
## 139  814.7842 16.1578   2.33 10.392939  22.3118114  77.01861 66.49385
## 140  855.4749 18.7405   2.29 10.204351  25.7342170  73.62904 63.63289
## 141  772.2615 17.6562   2.36 11.143075  33.4883312  86.27913 69.42506
## 142  832.4200 14.7319   2.32 12.098466  44.0167691  78.23906 66.43030
## 143  616.5554 10.6293   2.55  8.456048  27.4347168  62.89813 70.11418
## 144  810.8718 15.0163   2.45  9.408058  45.8139715  60.74493 68.34457
## 145  884.9488 16.0285   2.25 10.731227  20.3763865  72.31171 64.92458
## 146  682.0846 16.3614   2.27 10.483772  27.0032790  73.39082 67.17430
## 147  638.1712 13.4766   2.34  5.981881  29.7256174  57.52392 70.26298
## 148  755.1131 15.5411   2.32  9.217840  50.4795558  68.70996 65.92088
## 149  680.2700 15.3340   2.34  8.498336  19.4828794  67.11750 68.32516
## 150  766.4933 15.6895   2.33 11.184225  29.6569862  72.64247 67.17499
##       X93077    X93085   X93088   X93347
## 1   49.58657 16.989247 71.02202 76.84424
## 2   56.26699 17.800245 65.36954 79.00343
## 3   54.10005 17.800245 67.73371 81.72549
## 4   56.84676 16.989247 65.86614 81.68173
## 5   51.55788 16.161616 65.00521 85.93372
## 6   51.46090 17.125382 61.11047 95.28133
## 7   52.48466  8.755534 65.71350 83.30159
## 8   58.45464 14.473045 66.44678 82.31910
## 9   51.86922 26.032110 63.52415 79.42958
## 10  47.11531 20.397539 70.04098 85.20605
## 11  53.50868 13.935812 67.35670 82.78039
## 12  57.52913 22.083805 72.49828 83.96074
## 13  59.85141 19.220945 69.98312 87.37420
## 14  57.32171 10.392688 60.44155 71.30728
## 15  57.65164 16.176198 65.09059 80.64440
## 16  50.82399 11.625076 56.27478 82.98432
## 17  62.03097 11.834831 60.16246 73.76888
## 18  52.64542 17.157336 61.61255 75.19424
## 19  68.51627 14.055986 62.79048 70.10941
## 20  54.83859 17.244797 65.56551 85.62974
## 21  54.78775 18.164852 66.00851 88.86865
## 22  62.81603  7.522124 53.69920 66.46856
## 23  64.49146 10.185961 55.21443 73.68595
## 24  62.77543 10.876623 55.09970 73.71220
## 25  59.06534  8.532110 60.10012 80.46712
## 26  55.17262 10.897677 67.02584 78.80025
## 27  61.64087 14.527742 61.95270 71.04526
## 28  62.74163 10.373134 55.92557 66.09436
## 29  62.78233 10.373134 63.76612 74.87214
## 30  53.69852 11.221945 64.07146 97.46051
## 31  57.17949 11.475236 62.54980 82.72793
## 32  47.80419 11.471322 64.02663 75.85065
## 33  58.38698 10.794897 58.51611 75.29312
## 34  51.32524 11.261479 69.39683 81.63081
## 35  54.46578 17.381616 64.57284 89.08875
## 36  54.48200  7.163121 61.90452 81.32086
## 37  56.14745  6.905675 62.71948 67.26319
## 38  54.07586  6.330548 59.15902 68.06921
## 39  49.38657  7.016770 61.90557 88.37777
## 40  60.44388  5.506031 57.86169 66.10214
## 41  65.73875  4.100719 55.03461 67.70668
## 42  54.94750 11.762789 65.59678 78.02459
## 43  66.88266  5.511212 48.26821 60.70291
## 44  59.54363 12.650086 64.07340 78.77706
## 45  55.58205 14.364641 62.69735 76.23350
## 46  67.35605 14.505119 64.11929 68.59667
## 47  57.12900 18.215159 67.70083 86.10471
## 48  62.01899 11.421595 59.37160 75.37847
## 49  54.84270 12.319906 59.12616 79.92736
## 50  65.39726 13.059196 70.31353 71.44032
## 51  64.16298 13.535685 64.30863 65.94546
## 52  62.83618  9.995362 62.22051 75.64786
## 53  61.29777  8.496732 60.18318 77.38692
## 54  57.04901  8.496732 64.19229 79.42397
## 55  60.36989 13.366149 63.77345 82.92650
## 56  52.89966 14.603349 59.82688 87.89427
## 57  53.30290 11.967362 64.28171 84.32258
## 58  51.05293 10.728614 62.18479 77.16776
## 59  48.13882 14.059590 66.35353 88.08397
## 60  52.51096 15.925395 68.75233 87.01263
## 61  49.38856 12.394530 64.03683 80.92584
## 62  61.87634 10.021065 61.07538 75.41470
## 63  48.36599 15.808426 66.55971 84.62506
## 64  58.45241  6.669267 56.10332 79.34467
## 65  50.15908 15.495808 71.22494 86.86546
## 66  54.13136 17.039245 74.94747 86.62879
## 67  54.96308 13.664490 61.48036 76.45460
## 68  57.04608 15.043792 71.32321 84.23797
## 69  55.11582 13.550668 61.44360 75.32819
## 70  63.77474 13.535714 63.31321 79.56797
## 71  50.25680 16.838946 73.14041 82.37811
## 72  58.43695 15.613865 71.47417 87.14185
## 73  54.83004 19.893089 71.17335 81.19179
## 74  53.67779 12.034676 60.72505 77.25745
## 75  55.78378 15.057471 61.87965 82.55804
## 76  62.48076 11.267606 62.20392 84.50511
## 77  52.86102 19.899875 71.59263 80.41051
## 78  55.48138 17.825312 67.71494 81.29876
## 79  48.89004  8.202851 61.20805 80.39306
## 80  52.89829 11.761458 64.31441 75.80334
## 81  56.36598 14.382552 67.36232 82.82714
## 82  47.23044  9.821782 70.10819 84.44272
## 83  55.05598 10.715682 63.43728 80.73355
## 84  49.64729 13.222892 66.83781 86.78247
## 85  54.07516 17.721893 65.82698 73.64638
## 86  54.70890 14.359685 63.67659 85.06173
## 87  52.29233 13.475796 62.47214 72.65257
## 88  53.74137 12.621977 64.85203 77.19115
## 89  51.99616 10.469199 64.17350 77.16909
## 90  55.58534 17.743616 69.35245 83.61114
## 91  55.36282 15.057471 69.14441 80.05157
## 92  50.50091  7.813394 62.83629 85.90878
## 93  57.84396  3.521270 53.02675 73.72772
## 94  56.96788  7.969979 64.59009 80.81643
## 95  55.00208  3.169091 58.13990 77.47431
## 96  60.95323  4.939210 57.23521 66.13162
## 97  56.76643  3.397213 45.28977 56.27351
## 98  57.93689  6.848264 58.96499 66.43578
## 99  58.15763  3.443329 56.92551 79.03558
## 100 58.22651  7.488884 61.42507 81.66721
## 101 54.57326  8.755097 58.85606 78.58488
## 102 56.81649  4.987587 58.65973 61.19917
## 103 60.50704  2.892366 52.46832 56.43026
## 104 59.82248  6.044950 49.90789 64.50733
## 105 54.72958  3.437199 57.47274 89.13686
## 106 57.05673  7.178841 57.62042 76.51914
## 107 49.10536  6.485468 55.17234 82.61734
## 108 60.23190  5.826814 56.49799 84.06469
## 109 58.16950  5.207969 53.18736 63.73174
## 110 59.25270  2.944162 40.46807 54.30508
## 111 60.12631  4.579480 53.44509 75.70970
## 112 58.05802  3.576373 49.99019 58.81733
## 113 51.82822  5.392732 57.81368 64.67772
## 114 56.15459  3.886110 56.73117 75.09897
## 115 45.73279  5.034364 62.41057 80.88575
## 116 54.00880  3.544423 59.75122 79.16857
## 117 68.75997  3.882576 51.36760 55.53563
## 118 59.13786  4.045226 58.76660 66.20723
## 119 61.16284  6.540765 57.25831 83.17525
## 120 49.35963  3.672445 44.03146 80.53136
## 121 56.75886  5.815333 55.59521 65.81354
## 122 59.00123  2.908986 48.22791 60.86392
## 123 56.01325  2.015904 48.01272 57.78349
## 124 60.47603  7.428714 57.81337 76.03931
## 125 61.15867 11.475236 59.77577 76.28460
## 126 60.79280 13.720416 62.42455 78.02276
## 127 57.80803 15.429318 63.75866 83.12054
## 128 66.37680 11.529976 57.39524 71.02596
## 129 65.03199 10.373134 61.80995 70.68024
## 130 63.00604 11.824539 58.77207 69.41266
## 131 55.95924 10.602819 63.55643 76.60342
## 132 63.44484 10.934744 59.78475 77.90743
## 133 59.78755  8.703040 61.64857 76.26991
## 134 57.40997  7.131411 59.74077 73.10395
## 135 59.13388 14.436127 62.95264 76.54816
## 136 52.97803 13.916174 63.91417 78.18250
## 137 58.14716  9.497645 62.65348 79.36682
## 138 58.08479 16.659025 63.68992 84.17334
## 139 61.19778 13.470365 62.15268 75.47249
## 140 53.72936 13.145834 65.67792 80.12681
## 141 61.48363 11.724558 59.49672 71.41822
## 142 58.67740 14.695663 64.44097 80.86480
## 143 63.43714  7.755332 56.03666 67.18522
## 144 64.31796 11.565122 62.88012 73.26187
## 145 55.93221 13.002104 64.95508 83.92951
## 146 61.36995 10.598555 61.52401 71.55015
## 147 61.72070  6.210562 55.85214 70.16706
## 148 56.51027 10.136228 58.56249 74.01250
## 149 59.96161  8.891799 60.11605 78.29724
## 150 57.50408 12.480032 62.02302 80.13223
# Add imd to social determinants and recalc mean
soc_det_processed <- analyze_df(social_determinants_df, 's')
## Warning: Setting row names on a tibble is deprecated.

## Warning: Setting row names on a tibble is deprecated.
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## Found more than one class "family" in cache; using the first, from namespace 'lme4'
## Also defined by 'MatrixModels'
## NOTE: The following pairs of variables appear to have the same missingness pattern.
##  Please verify whether they are in fact logically distinct variables.
##      [,1]    [,2]   
## [1,] "90244" "90245"
## [2,] "90244" "92447"
## [3,] "90244" "93085"
## [4,] "90245" "92447"
## [5,] "90245" "93085"
## [6,] "92447" "93085"

##       X10501   X20101 X20401   X20601 X22304   X30311    X90244   X90245
## 1   4.558405 3.063457   34.9 29.16667  20.60 87.92354  6.269592 22.67442
## 2   6.400000 2.884615   36.5 28.77951  20.94 88.31230  3.383163 24.10959
## 3   7.627119 2.779923   31.6 27.32673  19.21 92.62244  4.576271 30.35714
## 4   6.557377 3.907455   27.7 22.99331  19.76 90.99882  4.142582 35.07109
## 5   6.318681 2.034884   24.1 23.82579  18.38 92.50204  3.720930 20.18349
## 6   5.150215 3.235294   26.2 25.56441  18.66 90.64399  7.605634 46.19883
## 7   3.172414 1.569620   16.9 25.83436  20.76 89.15344  8.255159 35.40373
## 8   5.782313 4.717499   20.3 23.62966  17.95 87.84057 10.245902 60.47297
## 9   6.463878 5.299861   34.6 27.09424  23.36 87.98024  4.632153 31.70732
## 10  6.155508 2.752000   30.6 28.63836  21.29 87.62289  7.371795 29.35484
## 11  3.634752 2.070004   14.4 15.04342  19.44 89.96236  4.914934 27.27273
## 12  7.106599 1.938712   33.1 25.45080  23.55 95.76980  5.227882 27.17391
## 13  3.958692 2.760524   18.8 26.03520  22.36 89.24680  5.233380 35.05747
## 14  4.973357 2.417962   14.8 24.07211  24.20 89.31019  5.523810 30.33175
## 15  4.819277 3.279833   26.0 22.39615  19.99 83.82086  6.998158 36.99187
## 16  6.259781 4.789878   24.0 21.45838  22.52 88.26691  7.261029 26.35379
## 17  2.127660 2.302632    4.7 18.43575  22.30 90.09901  5.990394 30.66212
## 18  5.835010 3.019868   26.9 26.71382  22.31 80.31725  6.316537 43.52518
## 19  4.506066 1.796778   14.5 23.95437  19.01 90.37915  8.053691 27.82609
## 20  7.911392 3.100775   19.5 22.66082  20.81 88.30898  7.024030 39.05579
## 21  3.962704 3.646185   28.6 19.17601  20.11 90.69890  1.989683 19.20732
## 22  3.777336 2.751120    5.8 21.92691  21.53 91.37691  5.739130 39.06250
## 23  5.759599 2.779343   17.2 21.67206  21.47 86.24875  6.883365 31.44476
## 24  3.665689 2.892341   17.8 20.40640  19.33 92.72873 11.934901 36.86869
## 25  3.382664 2.306080   11.7 18.37567  17.01 93.35518  9.019608 48.68421
## 26  5.620609 3.149905   19.6 24.39649  22.56 94.11082  5.288462 26.31579
## 27  3.821656 2.435065   25.7 28.33789  23.20 93.86973  7.518797 38.07531
## 28  5.273438 3.277836   22.7 20.70031  19.98 90.55300  7.044199 31.61290
## 29  3.837953 3.264727   19.4 20.17968  18.44 94.39919  7.954545 36.17021
## 30  4.005168 2.991623   19.1 23.14884  18.62 90.32450  6.747405 37.50000
## 31  5.325444 2.812838   29.8 20.92624  17.65 88.57845  7.394767 42.21557
## 32  3.994674 3.959089   21.7 21.86120  20.45 81.66989  8.879781 31.34921
## 33  4.306220 2.425743   27.1 22.72727  20.61 89.62930  8.523909 38.69210
## 34  4.841402 2.119205   18.4 22.66776  21.21 86.82200  6.770833 36.05442
## 35  7.449857 2.719362   22.3 23.35456  21.83 86.01932  6.776181 41.17647
## 36  3.278689 2.457757    8.3 21.21631  20.73 88.73592  4.800000 22.90076
## 37  2.912621 1.895425   12.9 20.41049  21.56 87.88352  9.292035 43.95604
## 38  4.621849 3.054511   19.7 22.30415  18.58 81.90241  8.186196 44.80874
## 39  4.125737 3.451367   12.2 22.32219  26.81 81.13137 10.903427 29.85075
## 40  5.399061 2.295746    8.5 17.10700  20.97 82.97229  5.439331 25.00000
## 41  1.949318 2.171137    8.1 16.15422  14.88 89.28393  7.407407 32.39437
## 42  3.826267 3.144458   19.1 22.76657  19.89 89.51802  4.525862 30.95238
## 43  4.768392 2.400960   17.9 18.14753  25.50 84.68042  6.627517 36.60566
## 44  5.509182 2.968961   26.4 24.47068  23.12 91.16883  6.656805 41.17647
## 45  4.664723 2.822169   31.7 23.32155  18.42 92.05338  4.628331 30.45267
## 46  2.696629 1.895307   24.2 23.33333  20.41 81.11989  8.750000 39.00000
## 47  5.948174 3.114790   21.6 25.00000  18.96 95.51962  5.988024 30.76923
## 48  2.765774 2.362653   15.5 21.60926  17.69 92.59598  8.321965 31.95876
## 49  2.930403 2.412951   18.7 19.79894  13.94 91.08582  8.220859 31.15578
## 50  4.052574 2.374465   15.2 23.06814  21.47 88.40535  5.314010 23.94958
## 51  3.649237 2.958950   16.1 24.25339  16.99 91.12037  9.156453 41.54461
## 52  4.407200 2.101220   12.9 20.74755  22.53 89.10857 11.586453 33.70787
## 53  5.442177 2.811245   14.7 21.08006  15.66 90.02636  5.681818 24.35233
## 54  3.082192 2.688728   15.0 19.29008  19.67 90.85052  8.409091 35.04673
## 55  5.032619 2.846832   21.0 24.07950  19.47 91.35514  4.872647 22.43902
## 56  4.784240 3.711527   19.6 22.19035  22.21 91.26237  4.513064 32.87037
## 57  3.709199 2.921914   18.6 21.22363  22.73 88.32870  6.004141 38.49558
## 58  6.020279 3.430480   25.9 24.79873  16.46 85.59751  5.692233 33.67347
## 59  4.134929 3.859527   26.9 23.16911  21.54 91.18917  6.751055 48.66920
## 60  4.193139 4.378148   21.2 24.30346  21.35 94.10807  5.336427 48.19495
## 61  7.840440 3.089533   31.5 25.13930  21.41 92.01024 10.370370 58.43920
## 62  4.928131 2.282794   17.8 22.16632  19.82 89.24116  4.978038 31.81818
## 63  3.508772 3.293651   26.0 23.39181  22.67 90.23537  3.473054 19.68504
## 64  3.860072 2.533223    9.9 20.00000  18.78 93.10942  6.611570 44.89796
## 65  4.691812 2.305564   23.1 26.31288  20.63 92.49655  4.377432 41.58576
## 66  7.032590 2.557127   26.3 29.61730  25.42 84.24926  9.318996 48.90966
## 67  6.315104 2.909362   27.6 25.86974  23.81 86.75430  3.997066 37.31728
## 68  6.441224 2.356722   22.6 28.55755  18.52 90.14214  5.882353 35.82677
## 69  4.901961 2.885772   20.9 24.24885  23.79 87.29282  2.777778 28.31858
## 70  4.537367 2.479073   26.2 24.96486  18.86 93.78385  6.154748 43.74101
## 71  4.404145 3.013481   33.8 18.04161  23.47 95.31717  4.624277 43.18182
## 72  4.261364 3.061224   27.6 24.49263  21.59 86.97358  4.148784 45.86466
## 73  5.290456 2.357985   24.0 25.52524  26.78 90.13819  4.187947 31.50685
## 74  5.185185 3.113035   21.2 22.70106  21.85 87.94347  4.445423 33.78016
## 75  5.671296 4.200820   20.8 25.16854  21.17 88.99216  3.593272 16.92015
## 76  3.823529 2.022694   15.4 24.50846  18.94 93.48991  7.746479 22.13740
## 77  5.653021 2.354571   24.0 24.27958  22.26 95.26012  4.117647 38.27751
## 78  5.948718 3.234201   31.9 25.48127  21.17 91.84194  4.822044 19.52381
## 79  5.227917 3.799240   21.4 23.51495  19.04 81.64434  6.012066 41.52961
## 80  4.727921 2.900378   26.6 23.15498  21.51 83.28525  5.776173 31.80077
## 81  3.832442 3.701528   20.2 24.57113  14.40 92.99124  6.124722 42.51497
## 82  3.385632 3.744799   27.4 24.23621  15.39 86.90166  5.452563 43.22581
## 83  4.204993 2.615311   14.6 18.18552  17.40 88.83249  6.109980 34.78261
## 84  3.700097 4.188635   30.0 23.86303  25.06 89.51157  4.696673 29.16667
## 85  3.448276 3.235747   25.8 27.59362  13.95 87.15697  6.733668 24.07407
## 86  3.540277 4.006318   20.0 23.00705  18.68 93.06516  6.325301 49.77578
## 87  4.382470 2.813067   19.6 25.34302  20.03 93.07910  8.532934 39.69072
## 88  4.851229 3.278342   22.6 21.24724  18.58 93.83929  5.030960 49.46524
## 89  6.421612 3.498638   27.9 22.52645  21.86 88.24141  5.679801 36.15063
## 90  4.351768 3.204420   20.1 23.87844  21.38 92.60975  4.901337 35.68282
## 91  5.238095 2.992126   20.6 22.51388  20.98 88.65069  6.262425 30.35714
## 92  5.742821 3.774128   27.9 25.64841  17.69 78.63683 10.232558 41.43921
## 93  2.025783 2.634308   10.2 20.00477  18.83 76.03604  9.689214 36.06557
## 94  2.730375 2.412203   15.5 23.36864  19.52 85.24333  5.426357 44.09091
## 95  2.214022 3.070175   13.3 28.54478  18.67 82.70181 11.846154 48.49785
## 96  3.431840 2.664298   12.9 19.74939  20.96 87.55187  6.405694 36.12903
## 97  4.308390 3.127606   11.0 21.19253  26.84 71.46893  6.418219 35.93750
## 98  2.871500 3.314286   25.0 21.89701  25.35 66.96065  7.495430 40.29304
## 99  3.216912 3.068280   11.3 21.78649  23.06 78.67290  7.819905 31.72691
## 100 3.559871 3.402299   20.6 24.91220  16.86 75.18412  4.979253 32.56997
## 101 6.153846 3.189122   20.9 25.70567  21.69 84.42156  4.715128 52.27818
## 102 2.513228 2.446782   22.3 24.64953  20.47 69.74729  7.058824 33.96226
## 103 2.312139 2.683943   11.8 22.30047  28.85 75.74863  7.155026 35.00000
## 104 3.567036 2.749719   19.2 22.13571  20.25 70.17455  6.923077 33.96624
## 105 1.479655 3.107260   11.9 18.73958  14.85 82.55749  5.381166 37.17277
## 106 3.363229 2.697433   24.3 24.38563  18.86 85.25414  7.968127 43.06050
## 107 2.783300 2.874903   15.5 20.73045  21.34 80.10850  9.369952 43.27354
## 108 2.521008 3.546480   18.6 21.23995  22.57 79.51077  6.397306 51.38122
## 109 2.140078 3.009174   18.7 21.35330  21.17 75.24674  6.498952 38.09524
## 110 2.926829 2.889035   11.3 20.55800  30.47 68.68519  7.894737 39.03134
## 111 2.669405 2.100000    8.8 13.92061  19.02 80.66038  7.075472 28.86598
## 112 1.955990 2.481641   22.8 23.83600  23.80 86.04269  7.287449 36.30705
## 113 3.214696 3.032391   22.1 17.55814  20.95 87.73963  9.643329 35.88850
## 114 3.523490 2.885606   16.5 18.52008  20.59 66.65617 13.419913 53.55450
## 115 3.713528 3.563348   19.6 22.77802  20.46 68.87226  9.477521 42.45940
## 116 3.289474 3.880527   11.0 21.45046  19.24 78.06385 10.000000 41.14583
## 117 3.080569 1.771117   10.4 15.97415  21.53 72.89929  7.936508 31.01266
## 118 2.219482 3.094584   25.9 25.43831  25.63 81.84608  5.228758 38.31522
## 119 2.390999 2.231405   18.1 17.93188  18.94 82.08303  8.469055 46.96133
## 120 3.452528 4.299784   12.6 20.78686  21.38 82.30638  4.816327 30.28846
## 121 2.924634 3.410962   21.1 22.40773  20.86 72.83027  7.783019 53.48837
## 122 3.025210 2.055594   21.2 18.82012  17.97 80.48830  8.620690 40.13605
## 123 1.630435 2.705100    4.6 18.87661  23.68 67.16418  7.650273 30.60241
## 124 2.737430 2.557498   10.4 18.55970  18.20 91.64870  8.598726 30.96774
## 125 3.394124 2.491721   12.2 17.47973  21.20 88.73358  8.396947 31.17745
## 126 4.197080 2.670195   20.8 26.02121  19.01 94.96747  5.926947 34.48276
## 127 3.590945 2.407325   16.9 23.87713  21.03 92.93070  4.957806 23.39056
## 128 4.070939 2.568893   16.4 21.25054  20.65 90.33244  8.392157 28.18182
## 129 3.521127 2.591656   11.6 20.86541  16.54 93.69527  8.044554 46.53179
## 130 4.750869 2.699055   16.1 23.32577  19.42 89.68967  6.116775 28.30189
## 131 4.452467 2.227054   16.7 21.11405  18.63 89.44829  6.212534 49.39638
## 132 3.593117 2.358648   14.9 23.75076  18.24 90.04894  4.077094 21.01449
## 133 2.977487 2.127159   13.3 22.43035  20.06 87.87447  8.242950 36.64122
## 134 3.575103 2.500198   14.4 19.28670  18.60 91.75643  9.299098 37.53213
## 135 4.957746 2.488075   18.5 20.67616  19.67 86.63949  7.172996 40.41332
## 136 4.810997 3.069076   22.4 22.66837  21.73 84.56063  7.720365 52.93551
## 137 2.959136 2.622019   13.7 24.26872  19.59 93.79924  5.511811 34.69388
## 138 3.499803 2.411765   20.5 24.55909  17.12 85.22870  4.365307 32.81734
## 139 4.252199 2.451352   20.9 23.10172  17.76 91.60785  6.480118 30.24283
## 140 4.576752 2.449586   20.9 22.00757  17.27 91.37931  8.441116 33.99209
## 141 3.373894 2.035975   12.1 22.28818  19.23 88.05776  7.298475 28.40237
## 142 2.490706 2.414381   18.3 22.47381  21.64 89.11715  7.129367 33.94040
## 143 4.070981 1.948535   11.6 19.75412  22.05 90.75630  9.727385 41.15942
## 144 4.046563 2.196461   17.4 22.06470  19.36 91.45978 10.442478 38.18681
## 145 3.940168 2.170522   22.4 25.12083  15.99 90.54167  6.193182 33.67609
## 146 5.236271 2.415666   16.0 20.48768  16.99 90.03703  6.359300 27.12934
## 147 1.597542 1.975309   11.2 16.51426  20.11 81.71172  7.080350 43.81579
## 148 4.382470 2.380516   18.7 22.31760  17.76 90.85568  8.447730 37.70950
## 149 3.904555 2.119827   12.2 19.50885  20.60 90.29636  5.877193 28.09365
## 150 2.866593 2.341832   16.1 22.40960  15.64 92.21120  8.025682 42.10526
##     X90282   X90631 X90638    X90809   X90820    X90832    X91116 X91126
## 1     20.1 63.51852   50.5 1688.1099 20.45028 148.17492  47.51701   10.3
## 2     16.4 54.06190   46.2  801.3752 32.07074 208.25147  48.90524    7.7
## 3     15.0 64.13043   40.6  505.0453 24.88071 204.39845  46.68538    6.8
## 4     16.5 62.75549   35.8 1255.0692 20.60228 138.39717  50.83321    5.4
## 5     11.7 66.66667   37.3  512.8449 26.43659 285.44244  50.46304    6.0
## 6     15.2 57.05368   42.0 1731.3956 30.36248 187.92283  49.43919    4.6
## 7     11.6 67.22689   41.6  597.5012 20.28848 147.08208  45.59331    3.7
## 8     13.3 61.08677   45.7  568.7341 42.60229 228.50925  60.81192    5.9
## 9     16.5 62.29698   35.7  417.5697 24.86874 184.45930  46.48980    5.8
## 10    14.6 59.61320   32.0  993.2619 32.79477 156.85408  38.56971    7.1
## 11    10.6 69.31754   40.6  648.4328 11.05972 140.38485  17.00205    3.6
## 12    17.0 63.18565   40.3  488.4340 22.94447 114.63664  32.86366    5.5
## 13    13.8 62.79070   47.3  549.5018 22.21072 144.15942  50.00885    5.1
## 14     9.0 68.04326   45.1  502.6158 15.85863 160.82155  28.53987    3.4
## 15     9.0 61.75276   33.8  802.5448 23.97968  74.03123  45.95134    4.7
## 16    11.7 58.52632   31.0  636.8437 38.65542  96.43349 100.00000    5.5
## 17     5.5 69.81982   31.1  607.8838 15.57692  96.87836  45.67784    2.7
## 18    13.6 62.21991   34.8  784.3192 25.94084  88.86420  42.37148    8.3
## 19    11.4 66.89320   23.2  392.7711 30.45067 186.74699  45.32483    3.1
## 20    16.8 65.15764   37.3  417.9130 29.08268 172.17391  47.17709    4.7
## 21    14.8 57.78807   38.1  566.1887 32.62014 103.36779  57.21464    5.9
## 22     8.9 67.40666   42.9  444.2613 25.77152 185.45230  49.35461    3.2
## 23     5.1 63.29919   29.1  551.6949 22.51712 139.50456  47.76187    4.0
## 24     9.6 70.35217   33.5  541.4594 14.75760 116.08624  50.25156    3.0
## 25     6.5 72.06478   32.6  567.3135 17.78207 133.78330  72.42257    3.6
## 26     9.1 61.39323   26.7  540.0127 21.40874 187.69816  41.48348    4.7
## 27    12.1 63.41789   34.4  582.7815 34.69041 190.39735  43.11044    3.9
## 28     9.8 68.37607   29.2  423.4408 22.84277 136.65032  47.72385    4.0
## 29    10.9 68.03594   41.6  446.7780 21.73305 171.83771  54.31954    2.9
## 30    12.5 63.99447   40.0  444.7554 17.31147  82.63361  46.27863    4.4
## 31    12.8 59.20000   33.2  784.8025 32.42510 124.03661  44.51987    5.0
## 32     9.5 61.62034   35.3  498.9192 37.63506 170.77389  45.93970    5.4
## 33    13.6 67.78761   44.9  532.9143 19.56578  99.52855  47.22028    4.6
## 34    13.5 66.96574   29.7  676.3256 20.54502  67.21434  54.50347    4.3
## 35    11.8 65.99889   29.5  650.3055 21.67457 155.88793  41.69785    4.4
## 36     5.3 68.86544   37.8  784.1690 24.05251 114.53296  49.54997    2.8
## 37    14.6 68.16817   44.1  565.4814 17.26177 106.24458  34.72445    2.2
## 38    11.1 63.11155   36.2  984.6302 22.19756 115.27378  50.12746    3.3
## 39    14.0 66.96721   22.7  589.9895 41.51105 134.87187  53.17934    3.8
## 40     8.9 68.90173   42.3  454.3646 28.96732 150.27624  37.28480    2.4
## 41    11.2 70.38591   34.5  659.7085 16.54364  90.58685  47.78769    2.4
## 42    11.3 66.43145   39.5  391.1323 21.33398 122.76786  49.38793    4.1
## 43    10.1 65.08172   34.4  700.2209 17.40736 135.32173  57.05688    4.8
## 44     6.2 63.81832   39.4  684.8146 25.01725 113.30194  34.95879    4.1
## 45    15.0 62.90107   34.8  635.5550 21.23747 175.45997  43.00360    4.4
## 46    15.3 66.51917   40.0  569.6203 23.98736 209.00795  52.15206    4.2
## 47    19.5 66.62078   51.0  486.6096 25.82786 228.54739  37.51366    5.6
## 48     8.3 67.62590   33.4  485.0374 27.00896 157.29906  48.87276    3.1
## 49    10.6 65.40168   47.6  551.8405 20.74606 145.19427  45.18047    3.8
## 50    14.1 62.20930   43.4  380.3936 18.82304 142.56876  43.67888    3.5
## 51     9.5 61.46518   28.9  531.7498 24.33021 119.44126  50.84707    3.0
## 52     7.7 64.17323   24.9  401.2506 22.06429 138.41074  47.03455    2.9
## 53    11.8 64.63519   31.0  533.2419 31.32980  97.66964  41.94185    4.2
## 54     8.5 66.45022   41.6  472.1670 17.68023 127.01568  50.11585    3.1
## 55    12.3 67.80259   44.7  898.0366 22.61201 155.75916  37.35608    5.0
## 56    15.6 59.85075   31.4  583.9645 37.84438 155.50843  38.68483    5.2
## 57    11.6 66.28849   26.2  664.2755 35.19094 239.12004  72.60681    4.0
## 58    15.9 59.92387   33.0  888.2398 43.04571 225.04445  42.25478    5.6
## 59    11.1 57.46432   31.9  749.8557 34.76337 274.73162  44.68736    6.0
## 60    15.7 59.39119   45.8  885.9335 47.10498 230.17903  46.26613    5.9
## 61    12.5 60.34884   37.4  879.8833 44.55646 215.53660  57.79408    4.6
## 62    11.3 64.01291   36.3  565.2697 27.20115 171.79122  42.87367    3.9
## 63    15.8 58.86571   33.3  717.0517 34.14352 228.33489  50.85812    4.7
## 64    11.3 68.82353   31.9  624.3379 19.01790 165.51907  50.13449    3.8
## 65    10.7 60.17039   28.2  956.8974 37.57233 134.30505  32.67494    3.8
## 66    17.8 61.88960   24.3 2132.9548 42.33062 203.64206  52.98811    4.5
## 67    16.3 59.04868   23.7 1712.7109 34.62921 162.70421  48.03284    5.9
## 68    17.2 61.93962   28.5 1154.5319 38.24029 178.30609  56.12454    4.4
## 69    15.5 64.81242   22.9 1357.3411 29.61118 133.47430  39.91220    4.8
## 70    17.2 62.57962   31.6  950.9074 33.91847 180.42589  41.30832    4.3
## 71    10.2 62.38968   33.5  692.6479 16.33549 100.88447  83.37831    5.3
## 72    14.6 62.65625   43.4  533.3822 22.76721 125.57555  47.87922    5.9
## 73    10.7 66.21118   37.3  689.9167 25.71700 111.89855  65.26864    5.0
## 74    12.1 63.89914   28.9  571.9022 13.10669 108.93375  36.19690    6.0
## 75     8.0 64.47288   44.5  910.8428 19.32183 150.91711  24.70002    6.9
## 76    15.1 67.46097   41.1  852.4563 19.98353 143.00135  49.82780    5.8
## 77    15.2 65.58140   31.7 1337.6593 21.73352 185.39977  32.44355    7.6
## 78    14.3 65.37468   39.9 1730.5128 28.36978 225.64103  44.46748    6.3
## 79    12.7 61.24791   28.3  713.8777 26.14606 132.76662  48.17893    8.1
## 80    11.8 61.65871   31.5  960.0101 30.68089 306.00268  46.49514    5.2
## 81     8.0 58.58586   41.0  469.1133 22.64276 115.25629  54.06953    6.0
## 82     8.5 59.61390   31.0  707.8886 25.44971 139.63566  50.65089    7.9
## 83    16.1 65.82985   21.5  546.5484 16.29957 155.16149  46.62007    3.8
## 84    17.2 61.87439   35.9  520.1939 23.41477  89.86268  86.28826    6.0
## 85    15.0 62.29226   25.2 1162.6841 28.44255 135.29733  42.73651    7.6
## 86    11.7 59.97372   41.6  529.7020 39.81940 170.21906  46.87318    6.2
## 87    11.2 64.71449   35.7  564.0212 29.33724 170.82389  53.39002    4.2
## 88    12.3 62.86539   42.6  701.5663 32.51240 138.53115  52.30988    4.7
## 89     9.2 58.84164   29.9  484.5400 31.12890 115.85505  66.85432    4.7
## 90    14.5 60.45092   36.7  608.0855 28.80153 162.63941  32.46931    5.4
## 91    14.4 62.08446   46.4 1234.6031 23.15769 174.43930  52.64979    5.7
## 92    14.1 65.68627   34.2  852.7048 28.62728  95.06076  54.98087    7.7
## 93    11.4 67.00000   30.6  856.8498 24.10073  81.31868  43.21783    4.4
## 94     8.2 70.52897   36.8  551.0753 14.35632  95.30792  35.33296    4.5
## 95    14.1 63.63636   32.5  911.9059 34.59689  78.18548  54.57455    6.3
## 96    10.9 71.16033   55.0  455.0974 17.40367  69.77798  41.49946    4.2
## 97    20.1 64.95098   33.2  724.5194 29.95528  69.14673  62.60260    5.2
## 98    10.2 66.14303   27.3  944.7987 28.46883 155.66070  34.82191    7.4
## 99     5.3 65.41219   36.7  902.6555 30.67718  79.58981  68.59501    5.0
## 100   13.6 62.65850   37.0  933.6440 30.46926 109.80330  40.92388    6.0
## 101   10.3 71.78401   26.0  573.7880 22.22085 104.77713  32.66817    5.9
## 102   13.0 64.06869   26.3  695.2963 22.88307 111.94732  68.64184    4.7
## 103   18.4 68.73418   27.5  817.5559 24.22127  70.56799  38.79854    5.4
## 104   12.7 69.00696   27.5  785.6553 29.02646  97.00722  52.76448    6.5
## 105    7.1 68.26748   30.7  836.6592 39.62989  71.74888  51.19943    3.8
## 106   12.8 64.81258   34.6  767.3855 20.46953  94.56810  40.60222    4.6
## 107    9.0 66.50509   32.1  942.8449 32.45714 101.97087  67.62104    4.8
## 108    0.2 65.75492   28.7 1265.8932 25.70386  76.40068  64.05361    6.1
## 109    9.1 64.37008   28.1  777.2408 22.50490 103.98360  46.22601    4.7
## 110   10.4 66.49123   30.1  849.4218 26.61098  47.20321  41.64814    6.0
## 111    5.1 72.81649   27.8  675.1581 21.50429 128.22705  47.16867    4.0
## 112   16.3 66.50246   35.5  664.0173 21.74720  92.23825  22.89894    4.8
## 113    8.8 71.59794   36.6  781.2175 19.44181 137.01006  38.59144    4.9
## 114   15.9 67.44186   29.8  703.0042 22.53455 154.64571  41.13144    4.0
## 115   13.2 69.53859   35.9  859.4940 29.03644  65.28836  58.99883    5.7
## 116   13.1 68.71658   50.8  697.1622 20.88233  97.41635  52.04855    5.6
## 117    8.5 75.01928   32.1  818.8760 16.36148 128.28345  55.36774    4.4
## 118   15.9 68.84863   39.8  761.4218 15.86832  85.60529  49.59776    6.3
## 119   12.7 66.09240   28.2  782.2210 25.58700 143.51400  33.92076    5.1
## 120   19.5 63.64679   35.1  759.9786 31.08694 130.36878  78.94825    8.1
## 121    7.8 68.83469   25.8  647.8509 32.87465 121.27698  56.77752    5.2
## 122   17.7 70.66667   25.1  594.5756 25.83791 143.07031  48.75779    3.6
## 123   21.8 65.24138   29.0  841.4725 30.33220  86.09173  45.25387    5.6
## 124    2.5 67.64243   30.8  484.3392 17.22937 109.02301  45.57051    1.8
## 125   11.7 64.09031   36.6  470.5456 12.94602  92.22320  43.90278    1.7
## 126   12.6 64.43676   40.0  503.4843 29.05452 170.25657  42.20205    3.2
## 127   14.5 63.58950   34.9  628.1518 20.38116 102.86589  52.29756    2.8
## 128   11.4 65.00984   27.9  567.1964 17.89233 127.55233  54.15179    1.9
## 129    4.6 64.11101   35.4  591.1294 20.15606 158.02781  50.30785    2.4
## 130   14.0 70.96440   35.3  553.1809 13.13897 173.95626  50.06660    3.3
## 131    8.8 67.25400   26.8  578.4457 14.49054 128.43334  52.79417    3.9
## 132   10.5 63.17416   28.5  420.1587 20.07682 107.83328  48.68010    2.8
## 133    7.6 70.45222   35.8  486.7026 13.16623 118.65762  49.06650    2.5
## 134    9.7 66.90706   22.9  635.1113 15.44395 104.86794  50.63258    3.0
## 135    9.3 68.83532   21.6  590.9489 16.32121 116.60936  41.34040    3.2
## 136   11.4 62.10058   35.3  555.1781 34.00832 215.06924  57.63786    3.7
## 137    9.8 64.79115   31.4  780.9820 22.32665 111.56133  42.23631    4.0
## 138   14.6 62.35024   31.8  628.1933 24.00986 133.30748  61.22278    4.4
## 139   11.0 64.38044   32.0  351.3379 15.41051 125.50741  48.10461    4.3
## 140    7.9 64.22594   32.7  441.3484 24.26852 104.95555  49.71387    5.3
## 141   11.2 65.72541   37.7  544.9333 21.78535 162.33975  45.89532    4.2
## 142   11.9 62.80957   28.0  584.7245 20.09396 112.87951  59.51802    3.9
## 143    8.7 67.84354   33.1  458.9957 19.81963 126.87764  49.57649    3.8
## 144   12.2 65.19375   45.4  640.8422 19.63079 183.82353  47.54107    3.4
## 145   12.5 67.54118   44.2  635.0106 16.29544 132.82568  43.83100    4.1
## 146    8.2 64.86686   24.9  362.6794 17.03571 130.75906  51.93550    4.0
## 147    7.7 72.60475   28.0  714.3646 12.97396 123.73298  66.67461    2.4
## 148   12.9 66.20936   40.8  682.7304 21.59717 173.43905  31.71781    2.5
## 149    6.3 64.60889   35.3  631.3589 15.05028 145.11170  40.90167    2.9
## 150   12.9 63.76941   38.4  414.5262 21.77762 121.66646  37.28787    3.7
##         X91133    X91307    X91463   X91524   X92196   X92447    X92477
## 1   11.2403168 11060.998 160.81192 62.54894 3.506535 24.01575 252.02965
## 2   11.9222957 10473.829 254.01224 71.53652 4.677755 29.49153 328.09121
## 3   10.1475147  8825.830 164.01509 68.37560 3.488372 31.80516 300.75000
## 4    7.6844053  8460.003 175.63081 79.02608 3.722454 29.70711 266.75135
## 5    7.9586356 13642.382 174.76129 81.51466 2.850627 24.71264 297.37965
## 6    2.9144874 12987.989 219.60703 70.36481 3.576218 50.92593 252.13780
## 7    1.7827107 13442.958 109.41176 62.29536 3.511339 41.30435 242.67328
## 8    4.2555942 12074.796 334.38851 79.51470 4.300048 53.99361 280.35242
## 9    6.6179276 20532.367 575.19473 80.76923 6.389776 26.04857 293.45580
## 10   9.2884518 11149.181 257.31708 69.22931 4.735297 28.29374 199.17238
## 11   3.3791905  8020.513  78.12622 71.13789 2.537486 34.21053 164.36563
## 12   8.1740616 12347.543 146.95077 62.47557 4.308797 31.78295 121.32874
## 13   5.3357735 11809.409  79.14836 71.29234 3.765060 47.79412 147.50000
## 14   0.8691091 19171.693 104.34057 57.36607 3.438198 30.10204 250.85195
## 15   2.6448807 18251.170 203.65432 80.44693 6.182224 37.30835  91.52619
## 16   2.8713981 16159.061 178.16975 80.55296 5.978189 32.98969  91.14172
## 17   0.7542128 11556.233  46.10207 90.97744 1.978239 32.24937 159.28270
## 18   9.4676791 22880.242 264.86316 82.59542 4.459047 40.38710 124.45758
## 19   1.3857156 12307.036  73.65126 72.24081 4.772814 30.67729 220.75848
## 20   2.5588807 11794.675 161.30869 61.40290 4.813092 49.88067 216.81493
## 21   5.2035597 14976.071 264.49395 75.47649 8.052637 21.86978 277.72945
## 22   1.1314079 11054.919 120.48193 85.65022 2.824327 38.31776 189.79882
## 23   3.3645697 19820.959 232.71199 76.57459 3.490308 30.70284 133.40135
## 24   1.0026297 13330.159 251.82362 57.51215 2.931194 44.70588 152.79138
## 25   1.6220032  9666.418  88.84730 68.61431 3.495022 43.75000 122.29868
## 26   4.5216644 19849.479 217.08848 83.86182 3.145007 33.14607 250.61820
## 27   4.1711994 15069.105 216.18700 67.67372 3.223407 45.65757 183.90805
## 28   2.4524674 19209.801 326.50331 88.96400 3.802860 36.89320 216.68397
## 29   1.4945332 12323.875 124.55697 90.59159 1.915301 36.51685 227.88018
## 30   2.0909529 14654.310 102.15474 75.69540 3.397774 37.28814 177.95845
## 31   1.6735752 17162.559  99.91091 88.01541 4.292767 41.75258 186.06587
## 32   3.8280114 14060.336 117.87848 75.60207 5.569716 38.04714 298.23428
## 33   3.2584959 12770.294 130.13450 77.69211 3.426188 32.02100  83.93657
## 34   3.8297065 13536.569  67.87813 82.14286 3.074044 45.38462  69.83655
## 35   4.8850607 13077.683  97.82709 60.66506 3.680869 48.29060 206.09895
## 36   0.7494005 12900.189  52.51825 82.18623 2.791996 32.91139 105.26316
## 37   0.9309651 10806.259  53.15417 85.34270 4.236472 39.86486 135.09605
## 38   2.9901030 25852.432 121.04847 85.55261 2.693240 36.36364 135.45627
## 39   1.6996308 19699.971  75.09279 86.36733 5.292371 19.71831 231.64258
## 40   0.8504971 15009.610  56.34374 86.21365 3.577818 34.53237 196.42087
## 41   0.8098118 12805.146  51.56128 84.04401 3.528975 44.44444 124.54493
## 42   2.8360818 14325.199  66.85792 85.53158 4.531038 24.68750 230.28299
## 43   2.3906302 30015.877 181.64479 72.37318 3.291794 43.17460 146.55633
## 44   2.8579619 20768.650 242.42597 83.30041 3.250130 30.43478 141.95906
## 45   2.2966106 20821.078 177.33326 91.93640 4.662729 26.39405 185.33318
## 46   3.5371740 16296.115 168.46798 77.69785 2.998909 43.02326 173.52773
## 47   5.2044456  9980.327 185.60930 81.33708 4.269692 33.76511 268.39228
## 48   1.4947171 10084.106 109.10480 67.52496 3.390420 46.64537 237.58364
## 49   1.4694175 11589.781 129.80788 68.32311 3.274394 41.21339 247.56735
## 50   1.7152674  8242.057  72.00022 69.81187 4.100762 34.49612 221.49292
## 51   1.7607543 12914.957 162.95440 85.07179 3.839859 45.41485 204.54697
## 52   1.1458903  9594.106  73.44429 76.84368 2.732058 44.70990 156.62072
## 53   5.6096686 14545.642  88.72765 72.63836 4.117737 46.00639 145.66116
## 54   1.3866373 10258.380  47.35073 75.80087 2.641739 45.50898 204.83657
## 55   6.4653551 13186.564 136.15223 81.09244 2.612827 34.93530 221.07704
## 56   5.0935275 11300.251 251.70044 82.28635 3.891395 34.57944 250.27563
## 57   3.2455847 11767.434 185.30938 42.09061 4.018946 35.49383 239.89978
## 58   3.9473787 22377.504 311.48851 68.97105 6.435390 34.65704 251.42602
## 59   4.0933065 10162.426 201.78726 30.47607 5.906497 51.69713 278.54732
## 60   4.5231310 11246.161 289.61649 33.76074 4.814151 39.09627 266.96658
## 61   4.4300926 19611.268 278.23448 73.91513 4.716545 53.12067 184.70338
## 62   2.8142024 10713.810 185.76139 63.78325 5.148005 42.20532 227.08242
## 63   3.3873403 12000.449 228.00824 65.44360 4.057971 18.15642 272.11616
## 64   2.1174835 14068.723 119.97177 64.32521 3.848467 43.55401 210.77860
## 65   4.1284238  9657.738 162.31049 50.05078 3.988868 41.67598 122.23252
## 66   4.9276567 13738.333 197.32947 51.97287 3.910900 45.01845 269.74460
## 67   5.4165103 19385.752 299.26866 69.82733 5.724227 47.68280 205.77231
## 68   4.2740474 13620.750 205.76901 62.45161 3.320053 48.15725 264.59581
## 69   4.3717149 13307.813 225.33095 43.30141 3.971597 29.39394 218.30340
## 70   2.5430511 12416.744 292.71200 69.64700 4.921355 42.48434 232.86004
## 71   4.7898403 15676.476 157.18542 44.59676 2.144133 47.39229 154.51935
## 72   5.0291928 13377.979 151.08348 65.39752 4.553648 46.28378 130.09226
## 73   5.9496891 14450.870 191.42664 83.15810 3.243243 42.96296 128.93591
## 74   6.6334479 15570.922 152.80923 87.61700 4.845703 31.45604  79.09440
## 75   5.5608220 21382.344 239.29413 78.81259 2.903484 24.40828 150.19853
## 76   5.2451854 18203.576 202.19339 82.76723 2.093301 22.83814 216.35839
## 77  11.8015904 14217.875 241.89381 78.32015 2.243982 39.59732 174.86717
## 78   7.8773181 11605.282 232.09126 86.20424 2.734108 26.63690 204.28500
## 79  13.3021264 22044.588 170.32435 90.42673 7.844219 43.26797 182.68686
## 80   3.5969476 15374.956 169.60197 79.33823 5.114521 36.81592 174.02661
## 81   9.1358472 10872.443 122.69088 75.99935 5.356665 52.08791 243.85787
## 82  10.6633030 14763.383 158.39601 82.62213 6.471126 48.59813 240.35491
## 83   3.8398546 16757.404  89.62764 88.91447 5.237887 39.49731 171.17537
## 84   7.2846631 11142.426 139.56057 71.46883 6.234633 33.48018 154.72116
## 85  12.9332020  9077.650 192.31139 85.86195 5.771451 44.17391 255.53535
## 86   6.2828439 11658.534 195.49614 81.19537 5.829787 36.94344 167.34555
## 87   3.2672823 16349.343 204.69862 85.14404 5.069882 48.25397 233.81030
## 88   3.9802816 13259.354 146.47557 66.33185 4.942133 47.73723 193.73872
## 89   4.3340653 13605.247 210.85904 79.56673 4.243561 42.17090  97.06946
## 90   3.6752990 13028.906 152.03084 36.91886 3.230616 42.03936 201.68303
## 91   5.2726951 14334.683 233.52069 79.58798 3.810395 40.72072 196.06838
## 92   4.8670465 20746.773  71.76976 88.83740 3.677414 47.78761  92.68625
## 93   2.6862679 23110.184  62.13444 85.93667 2.221940 41.19850 104.98782
## 94   2.1732067 13071.400  73.91778 82.63953 3.102268 46.21514 225.24574
## 95   5.2343729 32930.980 115.91354 85.51984 3.085229 49.86667 106.64594
## 96   1.8381487 14531.048  75.57398 77.47546 3.001106 37.64045  96.57767
## 97   3.6316298 39613.090 190.09374 88.62396 1.741727 47.03196  88.91027
## 98   3.3360196 22772.488 103.77405 79.28528 3.602470 37.23077 138.24289
## 99   4.7504336 26148.883 111.34370 86.30994 2.439651 35.37118 107.70024
## 100  4.7166499 24006.877  57.83300 83.30572 3.174603 39.83402 215.87302
## 101  3.8647823 29304.332 109.23649 83.37121 5.029888 54.65995 247.35105
## 102  6.5943642 58597.906 166.94317 74.38320 4.970326 39.50954 107.70368
## 103  5.0633976 49678.102 148.95068 79.33681 2.484129 34.17191  78.14637
## 104  6.3880310 39313.125 105.31249 84.54654 3.304966 38.93281 186.75930
## 105  1.9632022 17192.117  38.51610 88.40797 5.044946 38.32599 115.64701
## 106  3.3298067 11452.617  52.90900 86.23158 1.882493 44.72843  89.17197
## 107  2.0853254 18392.109  78.24196 88.72524 2.854996 47.48858 139.04953
## 108  1.3731404 22990.221  72.91450 86.99643 4.162812 54.04412 171.43638
## 109  5.2453454 48754.633 177.20233 83.59112 2.038505 40.11976 109.06209
## 110  3.1509403 39991.191 140.32724 81.47189 3.248615 44.82759  63.62410
## 111  1.9667826 22638.475  52.45076 75.80559 5.193649 41.31737 184.03660
## 112  6.4513498 59480.098 179.88621 74.41473 4.658622 49.52381 113.01955
## 113  5.5107743 36077.016 165.65891 79.94939 3.079938 46.76806 134.24025
## 114  3.5066936 22050.455  81.55156 81.70193 2.848423 54.54545 159.11602
## 115  4.0923910 28172.039  56.36905 82.94470 3.403041 46.83027  85.78237
## 116  2.5990265 15386.539  47.52601 86.92887 2.729754 45.84838  96.95499
## 117  2.2535192 20122.633  65.22466 82.61271 2.501975 37.50000 169.47151
## 118  4.5943489 54202.031 156.08416 70.64096 3.785910 42.59819 105.02824
## 119  1.5559619 14423.479  87.37301 80.63474 4.173315 44.88889 111.44211
## 120  5.1105889 45314.141 134.22508 81.24084 4.725211 32.81654 114.95575
## 121  5.1406562 27938.465  77.33439 83.36546 2.208764 49.74093 104.95222
## 122  3.0503308 41697.559 119.54996 79.87112 2.462549 51.03970 125.87413
## 123  3.6251677 41992.227 139.42140 82.03078 3.060444 22.67857  70.48777
## 124  1.3624062 14257.152  47.40804 75.02892 4.076237 31.83280 205.45185
## 125  0.9635438 12880.924  64.66809 87.04104 3.334105 37.01456 147.03787
## 126  3.1020253 11361.570 134.06162 65.90827 3.260099 44.05099 254.89275
## 127  2.4148519 11158.912 108.41952 70.36323 3.699880 27.90202 163.97504
## 128  1.3446624 14226.340  99.65686 85.19375 3.428735 32.02312 205.29400
## 129  1.1022928 10433.332 101.52598 77.73153 3.688246 47.15190 213.94402
## 130  2.5738051 18020.271 118.28642 71.14932 3.157479 34.22619 183.42078
## 131  2.2398399 14254.935  72.25737 77.28860 3.095036 37.17358 142.47535
## 132  1.7310188 11714.330 108.43752 67.04416 3.254393 27.66854 181.16183
## 133  1.1394497 13906.226  65.00634 84.80061 3.524933 37.78055 149.98981
## 134  1.9236995 14274.722  76.49300 81.54385 2.843971 39.64346 137.61046
## 135  3.3153387 11253.199  89.35565 74.81882 3.816794 39.65631 171.14894
## 136  2.5894897 12280.467 194.23771 70.30563 4.726381 54.88722 275.16625
## 137  1.0620907 12331.001  68.28352 78.38997 3.662133 34.26689 109.25789
## 138  3.5619680  9410.704  74.55106 77.60913 3.297718 35.78947 163.39553
## 139  2.1962567 10453.739 101.98358 84.45809 3.211472 36.74089 198.84774
## 140  2.9319391 13216.367 102.25019 88.21281 4.507833 39.04110 201.23686
## 141  1.4055188 11035.804  97.88060 69.06048 1.964754 30.32319 250.35090
## 142  3.3629498 13561.573 125.62219 47.79826 3.996772 33.81902 155.17315
## 143  0.7143840 15483.607  75.71724 83.06084 2.869316 46.12676 157.00657
## 144  1.3961142  9959.802  93.36677 76.04930 3.098232 45.64860 243.39672
## 145  1.5257180 10180.001 109.92889 71.33212 5.488517 40.51282 226.26193
## 146  2.1942373 10405.079  79.55412 82.06981 2.673343 32.66932 193.73005
## 147  0.8797176 13219.649  68.06290 89.01819 2.509725 28.91451 142.20804
## 148  1.4322126 11706.656  81.33853 80.23699 4.165047 35.67568 176.39767
## 149  1.4427591 14592.243  89.04627 81.75206 2.727376 24.69680 159.85747
## 150  2.3185081  9199.360  99.87398 70.90675 4.113854 45.50971 160.45776
##        X92543 X92785 X92899    X93085    X93131    X93175    X93376
## 1    89.20000   97.6   23.0 16.989247 11.428571  62.90850 16.627259
## 2    99.60000   97.4   24.1 17.800245 20.952381  55.55556 18.271244
## 3    97.10000   97.7   21.8 17.800245 21.649485  63.43284 16.331755
## 4    98.25691   95.8   18.4 16.989247 26.732673  70.03891 16.932730
## 5    97.60000   96.6   16.1 16.161616 14.754098  54.05405 15.592554
## 6    95.20000   97.3   21.5 17.125382 12.000000  50.73350 18.890305
## 7    86.26393   95.8   15.8  8.755534 13.095238  52.15420 14.345307
## 8    98.80000   89.3   22.7 14.473045  5.405405  51.66052 14.592346
## 9   100.00000   94.0   19.7 26.032110  9.210526  50.98494 19.294454
## 10   87.20000   96.7   18.5 20.397539 25.954198  50.44612 16.389940
## 11  112.16727   95.5   16.4 13.935812 29.761905  68.37307 11.918559
## 12   92.70000   94.5   19.8 22.083805 13.793103  50.15839 14.153982
## 13   90.40000   88.4   17.3 19.220945 21.739130  49.33333 14.192742
## 14   96.00000   92.5   17.3 10.392688 16.455696  62.58890 18.233070
## 15   91.60000   90.1   17.1 16.176198 18.750000  35.30806 15.801195
## 16   96.20000   89.9   25.9 11.625076 25.157233  45.27845 14.621190
## 17   87.50000   92.9   13.8 13.502535 33.333333  64.62585 13.301410
## 18  100.00000   95.0   28.1 17.157336  1.290323  46.30122 17.971500
## 19  100.00000   96.5   15.4 14.055986 22.857143  61.45833 10.725849
## 20   91.80000   93.1   15.4 17.244797 17.500000  62.06416 14.041208
## 21   98.00000   96.9   17.8 18.164852 27.559055  43.03511 17.738865
## 22   86.70000   94.1   17.5  7.522124 27.472527  56.11111 12.161992
## 23  100.00000   92.9   16.9 10.185961  5.925926  35.47297 15.431736
## 24   90.80000   96.0   11.3 10.876623 25.301205  52.08333 13.856100
## 25  100.00000   97.0   14.1  8.532110 13.533835  83.59457 11.230006
## 26   98.40000   93.8   16.5 10.897677 12.804878  60.89310 16.899327
## 27   95.40000   96.3   17.0 14.527742 23.287671  44.52790 18.556856
## 28   96.50000   94.9   16.3 10.373134 30.136986  40.35433 16.570270
## 29   97.50000   95.2   17.4 10.373134 12.500000  43.68280  9.861226
## 30   89.50000   97.0    9.5 11.221945 27.826087  57.74396 13.865378
## 31   95.40000   92.3   15.0 11.475236 15.625000  46.93309 12.787018
## 32   98.90000   95.5   19.7 11.471322 15.686275  54.28287 12.012701
## 33   96.70000   97.5   11.8 10.794897 14.736842  56.28803 15.536373
## 34   98.10000   95.5   16.7 11.261479 13.333333  45.82210 12.940292
## 35   99.10000   92.8   13.0 17.381616 29.245283  52.36794 14.089916
## 36   86.50000   94.7   10.7  7.163121  7.936508  94.59459 10.007372
## 37   88.50000   96.1    9.8  6.905675 23.376623  76.85353  8.974338
## 38   78.90000   92.8   15.2  6.330548 27.586207  47.19917 12.515069
## 39   89.80000   92.7   13.2  7.016770 18.965517  58.93186 11.525301
## 40   99.40000   95.8   12.0  5.506031 22.950820  90.78591  9.892470
## 41   79.30000   96.3   13.1  4.100719 23.333333 100.20877  9.112784
## 42   97.40000   92.6   15.3 11.762789 17.307692  55.00000 13.051941
## 43  100.00000   90.4   15.6  5.511212 19.863014  62.17228 18.438120
## 44   79.50000   94.7   21.4 12.650086 16.304348  70.95926 15.481762
## 45   94.40000   95.5   22.0 14.364641 21.296296  50.88141 16.126912
## 46   97.30000   91.1   20.1 14.505119 29.000000  58.73016 16.511540
## 47   96.90000   96.8   18.1 18.215159 15.937500  57.71035 16.642251
## 48   91.70000   95.5   15.0 11.421595 12.365591  77.14916 12.648648
## 49   96.80000   96.7   15.3 12.319906 10.055866  63.24111 13.666455
## 50   99.55095   94.8   15.0 13.059196 17.164179  46.72897 12.504112
## 51   89.10000   93.3   13.5 13.535685 16.721311  55.70380 13.573556
## 52   97.30000   94.8   11.2  9.995362 21.666667  47.12042 11.149487
## 53  100.00000   95.5   10.9  8.496732 22.580645  58.44907 12.196875
## 54  100.00000   93.2   10.5  8.496732 21.804511  64.60084 11.278679
## 55   96.60000   97.8   20.6 13.366149 17.837838  55.98555 15.173525
## 56   98.30000   90.8   16.2 14.603349  6.106870  62.85254 15.667271
## 57   68.20000   92.9   20.3 11.967362 14.814815  56.67627 15.036269
## 58   99.40000   90.5   30.6 10.728614 12.435233  41.97485 18.318786
## 59   83.00000   93.2   20.4 14.059590  4.000000  56.22490 16.454776
## 60   88.50000   93.4   23.5 15.925395 11.023622  52.20588 17.517325
## 61   91.50000   92.8   18.6 12.394530  6.956522  55.97643 18.583559
## 62   98.50000   95.4   15.0 10.021065  4.195804  53.22034 13.917676
## 63   95.60000   92.7   20.7 15.808426  5.494505  55.13919 16.522013
## 64  100.00000   96.0   15.0  6.669267 10.416667  60.15891 12.971935
## 65   85.56992   97.0   17.4 15.495808  3.311258  50.38760 16.901409
## 66   94.16913   95.4   24.6 17.039245  7.462687  73.63184 19.659289
## 67   99.80000   94.8   25.9 13.664490  9.285714  64.00632 19.853234
## 68  100.00000   97.4   21.0 15.043792  3.603604  64.33054 16.049431
## 69   96.70000   95.0   22.9 13.550668 13.815789  59.81703 16.755947
## 70   92.20000   96.0   24.0 13.535714 15.577889  53.27676 16.842033
## 71   99.40000   96.8   18.1 16.838946 17.117117  46.72553 16.816538
## 72   90.50000   97.3   17.5 15.613865  6.000000  58.57048 16.044872
## 73   88.60000   97.0   17.3 19.893089 21.126761  53.73032 15.989382
## 74   94.00000   95.8   22.3 12.034676 15.335463  49.45516 16.908852
## 75   93.80000   94.9   21.8 15.057471  8.823529  46.28297 17.422244
## 76   91.40000   97.2   16.4 11.267606  8.730159  47.98331 15.351257
## 77   91.32269   97.3   20.6 19.899875 21.590909  84.28246 17.267729
## 78   92.00000   97.2   18.3 17.825312 20.547945  45.15419 17.563550
## 79   90.30221   93.9   19.1  8.202851 35.550459  32.03379 14.638579
## 80   83.30000   97.7   23.3 11.761458 24.137931  46.54567 15.338659
## 81  100.00000   97.8   20.0 14.382552 17.751479  64.90066 14.227781
## 82   96.00000   96.4   24.6  9.821782 19.565217  47.47413 15.934710
## 83   97.90000   94.8   16.0 10.715682 28.712871  55.12195 11.409946
## 84   93.80000   94.9   19.6 13.222892 13.513514  53.36134 14.930169
## 85   69.67374   97.3   24.1 17.721893 23.913043  36.99789 16.082770
## 86   74.30000   88.7   18.9 14.359685 12.751678  47.87844 14.990793
## 87   93.10000   93.7   17.0 13.475796  8.196721  60.46931 15.319160
## 88   92.67109   93.9   17.6 12.621977 20.000000  44.78380 13.600179
## 89   93.60000   93.2   18.9 10.469199 17.662338  59.87009 15.668728
## 90   92.80000   94.3   17.5 17.743616 18.817204  51.18694 16.130058
## 91  100.00000   98.8   17.0 15.057471 23.157895  48.50088 17.375678
## 92  101.63196   92.3   18.2  7.813394 10.810811  45.70792 13.208692
## 93   88.80000   93.0   16.9  3.521270 21.621622  63.14244 11.663418
## 94   93.20000   95.3   14.0  7.969979 29.885057  58.29327 12.357372
## 95   65.30000   91.5   16.6  3.169091 18.548387  40.24390 11.034460
## 96   89.61749   93.9   11.6  4.939210 13.265306  59.91516 11.697925
## 97   85.90000   86.3   20.7  3.397213 18.181818  65.11976 15.299707
## 98   90.00000   93.2   10.0  6.848264 29.936306  48.13256 11.437123
## 99   56.90000   93.1   13.9  3.443329 28.787879  58.96414 11.179506
## 100  78.10900   92.2   20.8  7.488884 15.833333  54.70738 11.069810
## 101  99.03648   93.8   15.7  8.755097 28.455285  59.93001 13.189547
## 102  78.82356   91.7   19.5  4.987587 27.777778  42.83217 15.270010
## 103  93.30000   94.3   12.9  2.892366 36.206897  58.82353 13.523808
## 104  72.03091   90.8   17.6  6.044950 15.037594  67.59259 13.719242
## 105  58.10000   94.2   12.3  3.437199 28.282828  55.44252  9.718527
## 106  87.06762   95.4   13.9  7.178841 24.752475  67.66467 12.141699
## 107 100.00000   94.8   14.6  6.485468 34.482759  58.17972 11.632709
## 108 100.00000   92.9   10.1  5.826814 28.048780  44.41261 11.485666
## 109  70.10151   93.5   18.3  5.207969 13.186813  52.44399 15.098864
## 110  85.30000   90.8   22.6  2.944162 32.608696  68.57855 14.517383
## 111  91.20000   93.4   20.3  4.579480 26.388889  74.58564 10.737141
## 112  83.16231   93.9   14.9  3.576373 34.710744  51.08359 13.996927
## 113  94.90000   95.0   14.1  5.392732 22.656250  53.62538 12.197082
## 114  92.84201   94.8   12.3  3.886110 23.750000  66.56805 12.031803
## 115  59.60000   88.4   17.2  5.034364 13.709677  48.62579 12.566017
## 116  84.75803   90.3   11.3  3.544423 19.266055  54.26009  9.780591
## 117  80.84226   94.1   14.7  3.882576 30.666667  77.93345  9.698252
## 118  80.90206   94.4   17.9  4.045226 30.833333  62.38004 13.541214
## 119  96.60000   95.3    8.3  6.540765 32.631579  57.71144 10.853858
## 120  89.40000   88.9   15.9  3.672445 22.608696  66.63169 15.859909
## 121  99.50000   90.2   12.1  5.815333 25.600000  67.36243 12.485381
## 122  85.07392   92.9   11.6  2.908986 27.857143  70.80799 12.677117
## 123  85.10000   93.9   18.7  2.015904 21.794872  73.19079 14.271862
## 124 100.00000   97.2    8.0  7.428714 32.417582  50.15045 10.149453
## 125  79.60000   94.5   15.2 11.475236 18.954248  61.45150 11.655313
## 126  72.50000   92.7   16.8 13.720416 10.373444  51.19784 13.915600
## 127  89.90000   94.2   14.0 15.429318 13.101604  44.91399 14.054800
## 128  86.60000   95.6   16.4 11.529976 22.276029  63.52726 12.250487
## 129  96.00000   94.3   15.4 10.373134 14.838710  39.79157 11.887917
## 130  94.30000   95.1   15.6 11.824539 31.640625  51.84249 13.387921
## 131  85.20000   96.8   15.9 10.602819 23.088235  60.59175 12.357873
## 132 100.00000   96.2   10.2 10.934744 28.404669  42.29215 12.084931
## 133 100.00000   95.8   12.4  8.703040 30.601093  57.33591 12.450301
## 134  98.40000   95.9   12.4  7.131411 26.724138  60.71429 11.141403
## 135  96.40000   93.7   16.3 14.436127 20.056101  58.53768 13.564957
## 136  99.10000   94.7   15.6 13.916174  7.981221  66.14000 13.993113
## 137  93.80000   97.0   16.4  9.497645 22.377622  61.61695 12.469385
## 138 100.00000   93.7   17.3 16.659025 25.000000  46.89146 13.156623
## 139  95.10000   95.1   16.0 13.470365 25.570776  44.61871 13.966567
## 140  98.30000   94.0   13.5 13.145834 17.751479  52.81790 13.333450
## 141  98.70000   94.0   13.2 11.724558 11.960133  59.20139 12.562721
## 142  91.10000   95.8   16.2 14.695663 24.078624  49.94376 14.617385
## 143  99.00000   95.9   12.5  7.755332 19.601329  64.53466 11.538120
## 144  63.30000   97.1   16.1 11.565122 18.152866  67.54111 12.533770
## 145  91.90000   96.8   13.8 13.002104 25.072046  53.06571 13.527048
## 146  97.40000   96.5   14.1 10.598555 14.857143  53.11305 13.528359
## 147  78.50512   94.2   10.8  6.210562 32.766615  68.67866 10.549648
## 148  86.30000   95.8   12.2 10.136228 19.469027  62.20323 12.725043
## 149 100.00000   94.0   14.2  8.891799  5.347594  52.04183 11.967787
## 150  88.00000   97.0   14.6 12.480032 25.000000  57.56713 13.730530
##       X93469    X93470    X93471    X93472 X93494
## 1   80.98818  78.37563 88.611111  84.58716  76.67
## 2   96.29213  95.64033 99.778883  99.16107  65.96
## 3   88.56346  92.20598 96.754144  93.62140  73.67
## 4   82.50000  82.21574 91.565744  67.93177  73.05
## 5   93.50766  89.23213 98.405669  96.44406  74.06
## 6   82.01439  55.25375 79.440559  76.78452  73.78
## 7   78.25675  88.95706 91.811847  88.62823  77.01
## 8   95.87224  97.82930 98.030019  94.93671  70.11
## 9   86.57675  88.58592 92.879257  89.35913  75.52
## 10  82.90523  84.59355 93.089776  79.59475  69.17
## 11  94.14913  94.92297 90.168640  62.37254  82.46
## 12  69.64692  86.01036 76.089026  97.97627  74.26
## 13  84.11489  86.64260 96.788483  89.44906  76.64
## 14  84.98331  82.86648 80.732079  54.57746  80.14
## 15  84.94906  99.21105 94.683467  89.78383  73.94
## 16  95.09945  91.84972 87.001767  81.31501  70.53
## 17  87.23404  83.83234 78.609626 106.38444  81.98
## 18  80.39457  77.58327 91.732948  91.05928  77.75
## 19  84.96333  99.34834 90.771028  79.55865  79.61
## 20  87.28814  89.61303 69.054141  72.76435  75.59
## 21  86.96704  92.78758 92.191436  87.27786  67.52
## 22  80.78963  79.48568 92.063492  88.14016  80.73
## 23  64.94635  62.28727 77.803545  44.68195  74.15
## 24  33.15403  90.81081 87.821912  54.24837  84.52
## 25  77.77422  81.12614 89.350238  65.26856  83.29
## 26  86.68741  72.38095 96.621386  74.21279  75.07
## 27  88.81119  89.03177 93.009566  90.76164  73.16
## 28  91.50425  96.08965 95.066601  93.35900  81.77
## 29  90.15303  95.56270 96.166342  95.48059  83.31
## 30  76.40204  88.67993 44.120744  65.63862  76.85
## 31  90.36223  88.27362 93.851545  79.78921  73.23
## 32  91.68147  83.12500 86.508609  78.40047  73.98
## 33  96.50551  97.81161 98.590865  94.83179  80.27
## 34  94.45577  95.64692 96.072270  89.36582  76.10
## 35  84.61321  85.82722 85.729499  67.29611  77.46
## 36  94.20186  92.03601 92.151367  92.49012  82.45
## 37  93.94673  91.37636 82.132887  85.45946  82.08
## 38  93.57798  90.04996 83.701657  85.02825  74.27
## 39  95.20909  93.52227 78.649079  71.56250  77.54
## 40  78.59327  73.08901 77.575758  51.90275  86.94
## 41  92.32122  79.76325 86.763940  89.30818  83.56
## 42  86.79989  91.41329 89.152452  75.84325  77.17
## 43  80.05454  92.15379 85.307018  75.59546  76.52
## 44  50.00000  84.44976 34.404899  86.05714  78.44
## 45  82.39075  80.03200 63.959066  51.74782  75.47
## 46  97.67055  96.55751 95.159896  91.08984  78.02
## 47  96.59139  95.76220 99.229253  96.79499  77.67
## 48  85.50079  78.32474 84.064549  75.27730  78.42
## 49  86.48019  85.97108 81.775882  78.69581  78.56
## 50  84.57858  84.04289 84.650555  81.12094  79.01
## 51  91.76564  93.74874 94.983911  92.62881  79.20
## 52  82.97063  78.98298 77.916195  64.82221  81.50
## 53  92.27991  87.37125 90.373369  84.64711  75.45
## 54  91.90461  85.48536 89.187610  77.83893  80.03
## 55  90.90585  91.23675 94.612352  92.39276  78.73
## 56  92.17907  92.52949 93.618172  94.94511  71.69
## 57  87.25118  78.07309 97.794424  90.67657  82.17
## 58  81.78439  84.37543 66.006515  62.67850  70.15
## 59  82.07002  91.11801 92.835458  81.57815  69.54
## 60  93.09975  83.58471 96.885923  90.04258  71.11
## 61  94.70995  92.81308 94.105326  89.37583  71.76
## 62  85.30143  86.59761 92.876224  86.62570  77.35
## 63  90.05329  99.50142 96.948439  95.58233  71.53
## 64  95.76079  98.41144 90.608324  91.12364  82.22
## 65  88.83604  90.84707 91.528866  80.33661  71.19
## 66  82.93399  77.49260 85.183273  77.10594  73.14
## 67  92.54124  93.27409 94.030372  90.93930  73.21
## 68  85.81349  87.16120 90.726430  84.80749  73.92
## 69  88.83078  93.14412 90.169731  90.96343  75.23
## 70  88.00479  82.91215 89.172714  82.66228  73.83
## 71  74.96644  85.42081 84.663537  75.37948  74.81
## 72  73.98794  85.70600 94.256757  91.87568  77.03
## 73  89.59709  86.04119 93.991145  84.36588  78.26
## 74  86.64731  90.34749 98.010188  83.33333  81.77
## 75  88.16734  86.45282 93.255745  84.15418  77.76
## 76  88.49840  92.50887 90.446976  87.27034  77.73
## 77  96.13190  98.60583 98.234255  97.11656  77.33
## 78  95.21691  95.08711 98.504419  95.41446  78.57
## 79  89.61365  90.67429 77.804699  61.46145  72.61
## 80  98.87550  99.64789 99.283497  95.96242  73.04
## 81  93.23442  95.58864 95.758564  91.88664  70.63
## 82  89.28806  99.30491 96.936404  94.33643  72.39
## 83  92.33853  91.22340 88.644524  78.89306  76.92
## 84  91.21261  88.70282 88.134658  83.55282  74.48
## 85  90.37657  72.21435 68.928950  54.69120  73.81
## 86  98.95261  96.47784 88.045751  86.41569  74.80
## 87  86.66377  89.30921 88.426111  86.26238  78.62
## 88  49.07013  62.33184 63.897583  75.34247  75.78
## 89  86.00840  67.45838 79.280703  71.66801  74.37
## 90  89.69254  97.12658 43.083955  91.58040  75.06
## 91  90.23773  97.05598 94.511070  85.49246  83.47
## 92  98.27432  94.56044 79.299104  70.40157  74.92
## 93  90.08537  42.98804 80.496054  73.35053  80.00
## 94  93.00210  70.81502 56.599246  76.36487  79.53
## 95  91.03380  78.27620 53.500097  32.10612  72.57
## 96  92.90623  85.87278 78.344860  70.71747  82.38
## 97  93.42975  84.42131 89.942764  87.02582  76.84
## 98  74.67295  26.83474 20.576735  16.88999  74.80
## 99  92.07292  62.34152 84.737556  52.68915  75.94
## 100 97.85849  44.19782 11.917616  43.51608  74.60
## 101 94.68964  79.51253  9.954555  65.63278  79.47
## 102 95.78371 104.20013 96.397901  92.92441  73.58
## 103 84.99782  72.27292 83.231583  74.07407  78.51
## 104 90.40197  33.22563 56.448741  50.57322  79.20
## 105 94.01828  74.20141 87.503448  58.58764  76.29
## 106 96.40700  73.70849 90.119048  64.66506  79.50
## 107 92.66527  89.80078 83.226103  80.45894  80.80
## 108 97.79628  93.45383 55.959964  53.16001  76.42
## 109 93.59912  48.11219 75.225049  77.86746  78.25
## 110 92.49231  72.67516 78.370457  77.50627  78.07
## 111 83.20258  96.26039 76.399463  54.20483  89.21
## 112 97.17543 124.68504 90.806409  87.19107  75.68
## 113 91.61633 109.61882 74.543023  80.49800  81.08
## 114 97.96521  93.08094 81.624204  69.85816  81.56
## 115 91.91589  32.33658 65.212426  54.02196  77.19
## 116 87.61717  14.09396 51.862955  45.18471  79.38
## 117 98.41443  95.45952 74.323635  58.03828  93.60
## 118 95.61969  82.95455 88.604899  82.78108  77.50
## 119 91.54066  89.98441 83.229128  75.42735  77.21
## 120 88.30084  92.09139 84.430270  78.56041  72.53
## 121 96.73348  41.56278 65.651782  52.66231  76.42
## 122 91.90736  61.20317 69.559073  62.48894  80.25
## 123 92.95117  81.71796 84.266667  81.19109  73.55
## 124 95.35161  97.33518 83.781581  81.16976  80.75
## 125 95.23734  90.13711 85.238498  79.26036  76.44
## 126 80.39830  81.09905 80.203573  60.33680  78.55
## 127 92.26058  95.39177 94.624352  91.68542  76.43
## 128 83.11987  77.42989 86.046512  79.00937  79.82
## 129 91.11450  96.54572 96.279628  93.57955  79.44
## 130 73.92430  87.96389 90.370370  71.07779  83.62
## 131 82.27057  75.75848 70.271331  70.55527  78.80
## 132 88.72203  92.05891 79.366306  72.57504  78.40
## 133 88.62876  88.99209 93.514817  87.40751  83.84
## 134 93.24841  90.02244 93.281282  80.48237  79.31
## 135 92.01832  90.38878 87.491990  82.81187  80.47
## 136 93.40677  96.44706 96.561221  92.91759  74.08
## 137 94.54044  90.19862 85.038504  83.22529  77.94
## 138 86.00917  83.92648 55.780308  29.25831  76.12
## 139 87.25223  94.95808 90.419362  87.77349  79.03
## 140 91.69538  92.40333 89.418108  63.29892  75.97
## 141 92.69286  95.15175 97.916253  87.51491  79.92
## 142 85.10791  87.27747 85.596382  78.44925  77.61
## 143 93.00680  96.84010 93.956466  93.36396  81.86
## 144 88.96157  94.95120 82.746734  82.99948  80.94
## 145 80.70732  84.69722 77.596942  72.45110  78.52
## 146 71.03017  85.43296 94.768069  68.04909  76.95
## 147 71.63848  83.26198 68.770239  57.72435  83.84
## 148 85.64928  92.13847 94.225899  89.31665  77.69
## 149 77.37724  67.30902 87.424883  75.22503  80.11
## 150 93.73518  99.98238 96.389771  92.50578  76.02
soc_det_processed <- merge(soc_det_processed, z_data_imd, by.x = 'AreaCode', by.y = 'UTLA18CD')
soc_det_processed$mean <- apply(soc_det_processed[, !(names(soc_det_processed) %in% c('mean', 'AreaCode'))], 1, mean)

z_means <- data.frame(health_outcomes_processed$mean, soc_det_processed$mean, risk_factors_processed$mean, risk_factors_processed$AreaCode)
names(z_means) <- c("health_outcomes", "social_determinants", "risk_factors", "AreaCode")
z_means$grand_mean <- apply(z_means[, !(names(z_means) %in% c('AreaCode'))], 1, mean)
z_means$health_outcomes.rank <- rank(z_means$health_outcomes, na.last = FALSE)
z_means$social_determinants.rank <- rank(z_means$social_determinants, na.last = FALSE)
z_means$risk_factors.rank <- rank(z_means$risk_factors, na.last = FALSE)
z_means$overall.rank <- rank(z_means$grand_mean, na.last = FALSE)

Plot of interactive map

utlas <- geojson_read("https://opendata.arcgis.com/datasets/d3d7b7538c934cf29db791a705631e24_0.geojson", what = 'sp')
# drop Wales
utlas <- utlas[grep('E', utlas$ctyua17cd), ]
utlas <- ms_simplify(utlas)
utlas@data <- left_join(utlas@data, z_means, by = c("ctyua17cd" = "AreaCode"))
## Warning: Column `ctyua17cd`/`AreaCode` joining factors with different
## levels, coercing to character vector
pal_grand <- colorNumeric(palette = "Blues", domain = utlas$grand_mean)
pal_soc <- colorNumeric(palette = "Blues", domain = utlas$social_determinants)
pal_risk <- colorNumeric(palette = "Blues", domain = utlas$risk_factors)
pal_outcomes <- colorNumeric(palette = "Blues", domain = utlas$health_outcomes)
labs_grand_mean <- lapply(seq(nrow(utlas@data)), function(i) {
  paste0( '<p>', utlas@data[i, "ctyua17nm"], '<p></p>', 
          'Health Index Score:', round(utlas@data[i, 'grand_mean'], 3),'</p><p>', 
          'Rank:', utlas@data[i, 'overall.rank'], '</p>' ) 
})
labs_soc <- lapply(seq(nrow(utlas@data)), function(i) {
  paste0( '<p>', utlas@data[i, "ctyua17nm"], '<p></p>', 
          'Social Determinants Score:', round(utlas@data[i, 'social_determinants'], 3),'</p><p>', 
          'Rank:', utlas@data[i, 'social_determinants.rank'], '</p>' ) 
})
labs_risk <- lapply(seq(nrow(utlas@data)), function(i) {
  paste0( '<p>', utlas@data[i, "ctyua17nm"], '<p></p>', 
          'Risk Factors Score:', round(utlas@data[i, 'risk_factors'], 3),'</p><p>', 
          'Rank:', utlas@data[i, 'risk_factors.rank'], '</p>' ) 
})
labs_outcomes <- lapply(seq(nrow(utlas@data)), function(i) {
  paste0( '<p>', utlas@data[i, "ctyua17nm"], '<p></p>', 
          'Health Outcomes Score:', round(utlas@data[i, 'health_outcomes'], 3),'</p><p>', 
          'Rank:', utlas@data[i, 'health_outcomes.rank'], '</p>' ) 
})
map1 <- leaflet(utlas) %>%
  # Base groups
  addTiles(group = "OSM (default)") %>%
  # Overlay groups
  # addCircles(~long, ~lat, ~10^mag/5, stroke = F, group = "Quakes") %>%
  addPolygons(
    weight = 2, fillOpacity = 0.8, color = ~pal_grand(grand_mean), group = "Health Index - Total", label = lapply(labs_grand_mean, HTML)) %>%
  
  addPolygons(
    weight = 2, fillOpacity = 0.8, color = ~pal_soc(social_determinants), group = "Social Determinants", label = lapply(labs_soc, HTML)) %>%
  addPolygons(
    weight = 2, fillOpacity = 0.8, color = ~pal_risk(risk_factors), group = "Risk Factors", label = lapply(labs_risk, HTML)) %>%
  addPolygons(
    weight = 2, fillOpacity = 0.8, color = ~pal_outcomes(health_outcomes), group = "Health Outcomes", label = lapply(labs_outcomes, HTML)) %>%


  # Layers control
  addLayersControl(
    baseGroups = c("Health Index - Total", "Social Determinants", "Risk Factors", "Health Outcomes"),
    overlayGroups = c("OSM (default)"),
    options = layersControlOptions(collapsed = FALSE)) %>%
  addLegend("bottomright", pal = pal_grand, values = utlas$grand_mean, title = "Mean Z Scores for Index", opacity = 1)
map1